Assignment 5: Final Assignment

  This analysis will be based on a secondary data set (FSD3494) collected for exploring Finnish Values and Attitudes Autumn 2020. In the current study, it will be used for analyzing the correlation between Fin’s attitude towards happiness and their self-perceived state of happiness, controlling for a number of other factors.

1. Preparation

1.1 prepare the dataset

library(tidyverse)# for wrangling data
library(tidyr)# for wrangling data
library(haven)#to use the function "read_por"
#Convert statistical analysis objects from R into tidy tibbles
#load the data set  "FSD3494 EVA Survey on Finnish Values and Attitudes Autumn 2020"
#sport1 <- read_por("daF3510.por")#number 8 sport
#sport1 <- read_por("daF3077e.por")#number 1 welfare
#sport1 <- read_por("daF3172e.por")#number 3 consumer habit#problematic
#sport1 <- read_por("daF3061e.por")#china maternal 

#load metadata
fin1 <- read_por("daF3494e.por")

#prepare a factor version of fin1
finF <- as_factor(fin1)# "F" is for "factor".
#sportF %>% select(-C4A) %>%  select(starts_with("c4"))

#fin1 <- fin1 %>% mutate(across(starts_with("Q7"), ~replace(., . == 6, NA)))#replace "Can't say" with NA
#fin1 <- fin1 %>% mutate(across(starts_with("Q4"), ~replace(., . == 5 | . == 6, NA)))#replace "Can't say" with NA

#fin1 %>% count(Q4) #check if NAs of Q4 has been properly generated.

#finFjoy <- finF %>% select(starts_with("Q7")) #subset columns for attitude of happiness, for numeric data set
#fin1joy <- fin1 %>% select(starts_with("Q7")) #subset columns for attitude of happiness, for factor data set
#fin1 %>% select(starts_with("Q7")) %>% summary()#inspect
#finF %>% select(starts_with("Q7")) %>% summary()#inspect

1.2 prepare a codebook

  Although the variable and level labels are already clear by referring to two versions of data sets, the analysis would be even more efficient with a easy-to-read code book, which will be generated herein.

library(DT)#data table
library(sjlabelled)#to use function get_labels
library(expss)#to use the function var_lab
var_book <- lapply(finF, function(x)var_lab(x)) #pass variable labels into an object
val_book <- lapply(finF, function(x)get_labels(x)) #pass level labels into an object
val_book <- lapply(val_book, function(x)paste(x, collapse="\n***")) # collapse level labels so that each variable
#has all value labels in one grid. Add a new line between level labels so they have better readability.

###discard: codebook <- append(var_book, val_book)
all_levels <- unlist(val_book) #convert list into vector
all_items <- unlist(var_book) #convert list into vector

codebook <- data.frame(all_items, all_levels) # generate a codebook which has variable label as a column and 
#level labels as another. Easy for reading.
datatable(codebook, caption = "Table: Code book") #inspect the 
# codebook It's good, searchable by the aide of "database()". 

  If the code book is searchable via code, it would be nicer.

#Try to made the code book "searchable" with code.
search <- t(codebook) #transpose it
search <- as.data.frame(search) # convert to data frame, pass it to "search".
search %>% 
  select(Q5) %>% 
  datatable(caption = "Table: Item and level lables
            for Q5") #try "search". Search items starting with Q5

  Code books are ready now.

1.3 generate variable for analysis

  Each year the UN releases a World Happiness Report showing which are the best countries to live in the world. 2022’s version has seen Finland come out in the top spot again. That is for the sixth year running. Meanwhile, it is interesting that Finland also has an alcohol problem. A 2020 study reported that, in the population of 5.5 million people in Finland, at least 270,000 Finns had experienced problems resulting from their own alcohol use in at least one area of life during the previous year. As such, I am very interested in digging into fin’s attitude towards happiness, self-perceived happiness, self-perceived alcohol consumption change during Pandemic and their correlations. The flowchart below shows the variables that were selected from meta data set for the present analysis (red box above), and also shows how the missing values were treated (red box below).

library(DiagrammeR)#install.packages("DiagrammeR"), a package for making flowchart 
DiagrammeR::grViz("digraph {
    graph [layout = dot, rankdir = RR, nodesep = 0.5, ranksep = 0.8, color = crimson, penwidth =5]
     node [shape = box, fontcolor = white, fontsize=50, width = 3, height = 1.5, fillcolor = DimGrey, style = filled]
    
  
    0 [label = 'Metadata', width = 14]
  
    1 [label = 'Q4', width =7]
    2 [label = 'Q7_1 to Q7_14', width = 7]
    3 [label = 'Q11_4_1 to Q11_4_6', width = 7]
    4 [label = 'T1 to T14, BV1, BV2', width = 7]
    5 [label = 'Other Variables \n held out', width = 7]
    1.5 [label = 'Self-perceived \n happiness (n=2)', width = 7]
    2.5 [label = 'Hhappiness \n attitude (n=14)', width = 7]
    3.5[label = 'Alcohol abuse \n (n =2)', width = 7]
    4.5[label = 'Demographics \n (n = 16)', width = 7]
    6[label = 'New raw data set for analysis \n (variables n = 34, cases n = 2019)', width = 15]
    s1[label = 'Gernal Case Screening \n (n = 2019)', width = 15]
    s2[label = 'Case Screening base on \n variables of major interest \n (n = 2019)', width = 15]
    s3[label = 'Final data set for analysis \n (variables n = 34, cases n = 1938)', width = 22.1]
    blanka[label = '', width = 0.01, height = 0.01]
    blankb[label = '', width = 0.01, height = 0.01]
    ss1[label = 'Remove cases \n with ≥ half (34/2 = 17) of \n the reponses being NA (n = 0)', width = 10]
    ss2[label = 'Remove cases \n a. with any NA in self- perceived \n happiness  (dependent variable in \n modelling) (n = 71) \n b. with half (14/2= 7) of the \nresponses  being NA in happiness \n attitude variables  (most-interested \n predictors in modelling) (n = 10)', width = 8]
    0 -> {1 2 3 4};
    { rank = same;0 -> 5}
     subgraph cluster1 {
    1 -> 1.5;
    2 -> 2.5;
    3 -> 3.5;
    4 -> 4.5;
    {1.5 2.5 3.5 4.5} -> 6;}
   subgraph cluster2 {
    6 -> s1;
    s1 -> blanka[ dir = none, ranksep = 0.05 ];
    { rank = same; blanka -> ss1  [minlen = 2]};
    blanka -> s2 [ranksep = 0.05 ]; 
    s2 -> blankb[ dir = none ];
    { rank = same; blankb -> ss2 [minlen = 2]};
     blankb -> s3;}
}")

Flowchart about variables used (red box above) and missing value treatment (red box below)

1.3.1 generate variables about happiness attitude

  Items Q7_1 to Q7_14 asked about participant’s perceived importance of 14 happiness sources. These items reflect their attitude towards happiness. Perhaps there are latent constructs underlying them.

#inspect variable and level labels of items Q7s
search %>% select(starts_with("Q7")) %>% 
  datatable(caption = "Table: Code book for items about happiness attitude",
            class = 'cell-border stripe') 
#inspect value counts of Q7s
fin1 %>% select (starts_with("Q7")) %>% sapply(.,function(x)table(x)) 
##   Q7_1 Q7_2 Q7_3 Q7_4 Q7_5 Q7_6 Q7_7 Q7_8 Q7_9 Q7_10 Q7_11 Q7_12 Q7_13 Q7_14
## 1 1280 1031 1071  990  139 1386  578  575  542   622    66   139   190   721
## 2  520  706  594  792  319  501  892  830  769   796   264   474   174   698
## 3  141  221  232  194  684  108  359  402  515   484   595   796   284   419
## 4   41   33   53   20  695    6   49   80  129    75   769   454   381   127
## 5   10   10   17    5  141    4   21   22   17    16   262    88   835    28
## 6   27   18   52   18   41   14  120  110   47    26    63    68   155    26

 Items Inspecting the code-book and value counts, it is found that “6” denotes “Can’t say”, which should be converted to NA. It is also notable that some items, such as Q7_13, are plagued by missing values. I will treat this issue after variable generation. Besides, the levels starts from “very important” towards “not at all”, which would be more plausible if reversed (from least importance to biggest importance).

library(finalfit)#for missing_glimpse
#convert value 5 in items Q7s into NA
fin1 <- fin1 %>% 
  mutate(across(starts_with("Q7"), ~replace(., . == 6, NA)))
#inspect value counts after conversion
fin1 %>% select (starts_with("Q7")) %>% 
  sapply(.,function(x)table(x))
##   Q7_1 Q7_2 Q7_3 Q7_4 Q7_5 Q7_6 Q7_7 Q7_8 Q7_9 Q7_10 Q7_11 Q7_12 Q7_13 Q7_14
## 1 1280 1031 1071  990  139 1386  578  575  542   622    66   139   190   721
## 2  520  706  594  792  319  501  892  830  769   796   264   474   174   698
## 3  141  221  232  194  684  108  359  402  515   484   595   796   284   419
## 4   41   33   53   20  695    6   49   80  129    75   769   454   381   127
## 5   10   10   17    5  141    4   21   22   17    16   262    88   835    28
#inspect NAs after conversion
fin1 %>% select(starts_with("Q7")) %>% 
  missing_glimpse() %>% 
  datatable(caption = "Table: Number of NAs after conversion",
            class = 'cell-border stripe')

  Level “6” has been replaced. The number of NAs was checked and found to be consistent with previous “6”s for each Q7 item. Done!

library(broom)#to diplay tidy table
#pass the values into new columns with new names for better understandability
fin1 <- fin1 %>% mutate(happy_family = 6-Q7_1,   #have 6 minus each value so that 
                       happy_social = 6-Q7_2,    #the value orders are reversed 
                       happy_love = 6-Q7_3,      #(e.g. 5->1, 1->5).
                       happy_income = 6-Q7_4,
                       happy_wealth = 6-Q7_5,
                       happy_health = 6-Q7_6,
                       happy_likejob = 6-Q7_7,
                       happy_employed = 6-Q7_8,
                       happy_learn.expc = 6-Q7_9,
                       happy_time.hobby = 6-Q7_10,
                       happy_status = 6-Q7_11,
                       happy_influence = 6-Q7_12,
                       happy_religion = 6-Q7_13,
                       happy_nature = 6-Q7_14)
#inspect new columns
fin1 %>% 
  select(which(colnames(fin1) == "happy_family") : ncol(fin1)) %>% 
  datatable(caption = "Table: The data set for analysis", 
            class = 'cell-border stripe')
#I will not further label them since I am going to do factor analysis on them.

1.3.2 generate variables about perceived happiness

Item Q4 asked the respondent's self-perceived happiness. It is a one-item question.
#inspect variable and level labels of items Q4
search %>% 
  select(Q4) %>% 
  datatable(caption = "Table: Code book about self-perceived happiness")
#inspect value counts of Q4
fin1 %>% count(Q4)
## # A tibble: 6 × 2
##                             Q4     n
##                      <dbl+lbl> <int>
## 1 1 [Very happy]                 292
## 2 2 [Fairly happy]              1244
## 3 3 [Not very happy]             350
## 4 4 [Not at all happy]            62
## 5 5 [Can't say]                   36
## 6 6 [Don't want to say/assess]    35

 Items Inspecting the code-book and value counts, it is found that “5” and “6” denotes “Can’t say” and “Don’t want to say/assess”, respectively, which should be converted to NA.

#convert value 5 in items Q7s into NA
fin1$Q4 <- replace(fin1$Q4, fin1$Q4 >=5, NA)
#inspect value counts after conversion
fin1 %>% count(Q4)
## # A tibble: 5 × 2
##                      Q4     n
##               <dbl+lbl> <int>
## 1  1 [Very happy]         292
## 2  2 [Fairly happy]      1244
## 3  3 [Not very happy]     350
## 4  4 [Not at all happy]    62
## 5 NA                       71

  Now the number of NAs equals to 36+35=71. Done!

library(finalfit)# to use function ff_label
#pass the values into new columns with new names for better understandability
fin1 <- fin1 %>% 
  mutate(feel_happy = Q4 %>% factor() %>% 
           fct_recode("very happy" = "1",
                      "Fairly happy" = "2",
                      "Not very happy" = "3",
                      "Not at all happy" = "4") %>% 
           fct_rev() %>% #reverse the level to get better 
                                        # interpretability in modeling
           ff_label("self-perceived happiness"))
#create a new binary variable about self-perceieved happiness
fin1 <- fin1 %>% 
  mutate(if_feel_happy = 
           case_when(feel_happy == "very happy" ~ "happy",
                     feel_happy == "Fairly happy" ~ "happy",
                     feel_happy == "Not very happy" ~ "unhappy",
                     feel_happy == "Not at all happy" ~ "unhappy") %>% 
           ff_label("feel happy or unhappy") %>% factor %>% 
           fct_rev()
         )

#inspect new columns
fin1 %>% select(which(colnames(fin1) == "happy_family") : ncol(fin1))
## # A tibble: 2,019 × 16
##    happy_family happy_…¹ happy…² happy…³ happy…⁴ happy…⁵ happy…⁶ happy…⁷ happy…⁸
##           <dbl>    <dbl>   <dbl>   <dbl>   <dbl>   <dbl>   <dbl>   <dbl>   <dbl>
##  1            5        4       5       3       1       5       5       2       5
##  2            5        5       5       5       3       4       4       3       4
##  3            5        5       5       5       2       5       4       4       4
##  4            4        4       4       5       3       4       4       4       4
##  5            5        5       5       5       2       5       4       4       5
##  6            5        4       5       5       2       3       3       4       5
##  7            5        4       5       4       3       5       4       4       4
##  8            5        5       4       4       2       3       4       4       4
##  9            5        3       2       5       2       5       5       5       2
## 10            5        5       5       5       2       5      NA       4       3
## # … with 2,009 more rows, 7 more variables: happy_time.hobby <dbl>,
## #   happy_status <dbl>, happy_influence <dbl>, happy_religion <dbl>,
## #   happy_nature <dbl>, feel_happy <fct>, if_feel_happy <fct>, and abbreviated
## #   variable names ¹​happy_social, ²​happy_love, ³​happy_income, ⁴​happy_wealth,
## #   ⁵​happy_health, ⁶​happy_likejob, ⁷​happy_employed, ⁸​happy_learn.expc
count(fin1, feel_happy)
## # A tibble: 5 × 2
##   feel_happy           n
##   <fct>            <int>
## 1 Not at all happy    62
## 2 Not very happy     350
## 3 Fairly happy      1244
## 4 very happy         292
## 5 <NA>                71
count(fin1, if_feel_happy)
## # A tibble: 3 × 2
##   if_feel_happy     n
##   <fct>         <int>
## 1 unhappy         412
## 2 happy          1536
## 3 <NA>             71

1.3.3 generate variables about alcohol abuse

 Items Q11_4_1 to Q11_4_6 (note that Q11_4_3 does not exist) asked about participant’s experienced or witnessed alcohol abuse from different parties, including themselves, their family, friends and work community.

#inspect variable and level labels of items Q11s
search %>% 
  select(starts_with("Q11_4")) %>% 
  datatable(caption = "Table: Code book about alcohol-related questions",
            class = 'cell-border stripe')
#inspect the levels of alcohol-related items.
fin1 %>% select (starts_with("Q11_4")) %>% sapply(.,function(x)table(x))
##   Q11_4_1 Q11_4_2 Q11_4_4 Q11_4_5 Q11_4_6
## 0    1943    1667    1533    1809     910
## 1      76     352     486     210    1109
#inspect cases who have alcohol abuse
fin1 %>% 
  filter(Q11_4_1 == 1) %>% select(starts_with("Q11_4"))
## # A tibble: 76 × 5
##          Q11_4_1           Q11_4_2           Q11_4_4           Q11_4_5   Q11_4_6
##        <dbl+lbl>         <dbl+lbl>         <dbl+lbl>         <dbl+lbl> <dbl+lbl>
##  1 1 [Mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not m…
##  2 1 [Mentioned] 1 [Mentioned]     1 [Mentioned]     1 [Mentioned]     0 [Not m…
##  3 1 [Mentioned] 1 [Mentioned]     1 [Mentioned]     0 [Not mentioned] 0 [Not m…
##  4 1 [Mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not m…
##  5 1 [Mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not m…
##  6 1 [Mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not m…
##  7 1 [Mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not m…
##  8 1 [Mentioned] 0 [Not mentioned] 1 [Mentioned]     0 [Not mentioned] 0 [Not m…
##  9 1 [Mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not m…
## 10 1 [Mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not m…
## # … with 66 more rows
#inspect the contingency of alcohol related items 

fin1 %>%  
  count(Q11_4_1, Q11_4_2, Q11_4_4, Q11_4_5, Q11_4_6) 
## # A tibble: 15 × 6
##              Q11_4_1           Q11_4_2           Q11_4_4   Q11_4_5 Q11_4_6     n
##            <dbl+lbl>         <dbl+lbl>         <dbl+lbl> <dbl+lbl> <dbl+l> <int>
##  1 0 [Not mentioned] 0 [Not mentioned] 0 [Not mentioned] 0 [Not m… 1 [Men…  1109
##  2 0 [Not mentioned] 0 [Not mentioned] 0 [Not mentioned] 1 [Menti… 0 [Not…   133
##  3 0 [Not mentioned] 0 [Not mentioned] 1 [Mentioned]     0 [Not m… 0 [Not…   338
##  4 0 [Not mentioned] 0 [Not mentioned] 1 [Mentioned]     1 [Menti… 0 [Not…    42
##  5 0 [Not mentioned] 1 [Mentioned]     0 [Not mentioned] 0 [Not m… 0 [Not…   232
##  6 0 [Not mentioned] 1 [Mentioned]     0 [Not mentioned] 1 [Menti… 0 [Not…    14
##  7 0 [Not mentioned] 1 [Mentioned]     1 [Mentioned]     0 [Not m… 0 [Not…    62
##  8 0 [Not mentioned] 1 [Mentioned]     1 [Mentioned]     1 [Menti… 0 [Not…    13
##  9 1 [Mentioned]     0 [Not mentioned] 0 [Not mentioned] 0 [Not m… 0 [Not…    33
## 10 1 [Mentioned]     0 [Not mentioned] 0 [Not mentioned] 1 [Menti… 0 [Not…     1
## 11 1 [Mentioned]     0 [Not mentioned] 1 [Mentioned]     0 [Not m… 0 [Not…    11
## 12 1 [Mentioned]     1 [Mentioned]     0 [Not mentioned] 0 [Not m… 0 [Not…    10
## 13 1 [Mentioned]     1 [Mentioned]     0 [Not mentioned] 1 [Menti… 0 [Not…     1
## 14 1 [Mentioned]     1 [Mentioned]     1 [Mentioned]     0 [Not m… 0 [Not…    14
## 15 1 [Mentioned]     1 [Mentioned]     1 [Mentioned]     1 [Menti… 0 [Not…     6
#inspect respondents who have alcohol abuse while none of those who are 
#close to them have.
fin1 %>% 
  select(starts_with("Q11_4")) %>% 
  filter(if_all(Q11_4_2:Q11_4_5, ~.x == 0) & Q11_4_1 == 1) %>% 
  datatable(caption = "Table: Respondents who have alcohol abuse 
            while none of those who are close to them have", 
            class = 'cell-border stripe')

  Base on the inspection above, I decide to generate two new variables depicting if a respondent is an alcoholic (generally), and a variable with four levels depicting if a respondent and his/her family is alcoholic(the four levels are : a. an alcoholic from an alcoholic family, b. an alcoholic from a non-alcoholic family, c. non-alcoholic from an alcoholic family, and d. non-alcoholic from a non-alcoholic family).

fin1 <- fin1 %>% 
  mutate(alco = Q11_4_1 %>%
           factor() %>% 
           fct_recode("No" = "0",
                      "Yes" = "1") %>% 
           ff_label("alcoholic"),
         x_alco_alcofamily =   #variables starting with "x" will not enter data 
                               #set for analysis. 
           case_when(if_all(Q11_4_1:Q11_4_2, ~.x == 1) ~ "Yes",   
                     if_any(Q11_4_1:Q11_4_2, ~is.na(.x)) ~ NA_character_,
                     TRUE ~ "No") %>%
           factor() %>% 
           ff_label("an alcoholic with alcoholic family"),
         x_alco_nonalcofamily = 
           case_when((Q11_4_1 == 1 & Q11_4_2 == 0) ~ "Yes",
                     if_any(Q11_4_1:Q11_4_2, ~is.na(.x)) ~ NA_character_,
                     TRUE ~ "No") %>% 
           factor() %>% 
           ff_label("an alcoholic without alcoholic family"),
         x_nonalco_alcofamily = 
           case_when((Q11_4_1 == 0 & Q11_4_2 == 1) ~ "Yes",
                     if_any(Q11_4_1:Q11_4_2, ~is.na(.x)) ~ NA_character_,
                     TRUE ~ "No") %>% 
           factor() %>% 
           ff_label("a non-alcoholic with alcoholic family"),
         x_non_alco_nonalcofamily = 
           case_when((Q11_4_1 == 0 & Q11_4_2 == 0) ~ "Yes",
                     if_any(Q11_4_1:Q11_4_2, ~is.na(.x)) ~ NA_character_,
                     TRUE ~ "No") %>% 
           factor() %>% 
           ff_label("a non-alcoholic with a non-alcoholic family")
         )
fin1 <- fin1 %>% 
  mutate(alco_family_state = 
           case_when((x_non_alco_nonalcofamily == "Yes") ~ "non_alco_nonalcofamily",
                     (x_nonalco_alcofamily == "Yes") ~ "nonalco_alcofamily",
                     (x_alco_nonalcofamily == "Yes") ~ "alco_nonalcofamily",
                     (x_alco_alcofamily == "Yes") ~ "alco_alcofamily",
                     TRUE ~ NA_character_)
         )


fin1 %>% 
  select(which(colnames(fin1) == "alco"): ncol(.)) %>% 
  head() %>% 
  datatable(caption = "Table: head of alcohol-related variables", 
            class = 'cell-border stripe')

1.3.4 generate demographic variables

  Items T1 to T13 as well as BV1 and BV2 are demographic variables. They are selected into the new data set here.

#inspect demographic variables in code book.
search %>% 
  select(starts_with("T")|starts_with("BV")) %>% 
  datatable(class = 'cell-border stripe')
#rename and relabel these variables.
finF <- finF %>% mutate(gender = T1 %>% 
                          ff_label("gender"),
                        age = T2 %>% 
                          ff_label("age"),
                        resi_population = T3 %>% 
                          ff_label("residence population"), 
                        resi_region = T4 %>% 
                          ff_label("residence region"),
                        employer = T5 %>% 
                          ff_label("type of employer"),
                        work_hour = T6 %>% 
                          ff_label("working hours"),
                        work_contract = T7 %>% 
                          ff_label("work contract"),
                        education_basic = T8 %>% 
                          ff_label("basic education"),
                        education_prof = T9 %>% 
                          ff_label("professional education"),
                        occupation = T10 %>% 
                          ff_label("occupational group"),
                        industry = T11 %>% 
                          ff_label("current or latest industry of employment"),
                        union_if = T12  %>% 
                          ff_label("if he/she is a member of a federation of 
                                   trade unions/professional organisations"),
                        party_vote = T13 %>% 
                          ff_label("the party he/she is going to vote fore"),
                        social_class = T14 %>% 
                          ff_label("social calss"),
                        househould_income = BV1 %>% 
                          ff_label("househould gross annual income"),
                        YOB = BV2 %>% 
                          ff_label("year of birth"))

1.3.5 subset newly-generated variables into new dataset for analysis

part1 <- fin1 %>% 
  select(FSD_ID, 
         which(colnames(fin1) == "happy_family"):ncol(.), 
         -starts_with("x")  
         )

part2 <- finF %>%  select(FSD_ID, gender:YOB)

happyfin <- left_join(part1, part2)

happyfin %>% head
## # A tibble: 6 × 35
##   FSD_ID happy…¹ happy…² happy…³ happy…⁴ happy…⁵ happy…⁶ happy…⁷ happy…⁸ happy…⁹
##    <dbl>   <dbl>   <dbl>   <dbl>   <dbl>   <dbl>   <dbl>   <dbl>   <dbl>   <dbl>
## 1      1       5       4       5       3       1       5       5       2       5
## 2      2       5       5       5       5       3       4       4       3       4
## 3      3       5       5       5       5       2       5       4       4       4
## 4      4       4       4       4       5       3       4       4       4       4
## 5      5       5       5       5       5       2       5       4       4       5
## 6      6       5       4       5       5       2       3       3       4       5
## # … with 25 more variables: happy_time.hobby <dbl>, happy_status <dbl>,
## #   happy_influence <dbl>, happy_religion <dbl>, happy_nature <dbl>,
## #   feel_happy <fct>, if_feel_happy <fct>, alco <fct>, alco_family_state <chr>,
## #   gender <fct>, age <fct>, resi_population <fct>, resi_region <fct>,
## #   employer <fct>, work_hour <fct>, work_contract <fct>,
## #   education_basic <fct>, education_prof <fct>, occupation <fct>,
## #   industry <fct>, union_if <fct>, party_vote <fct>, social_class <fct>, …

1.4 handle missing data

  Missing values are present across the included variables. They will be treated to enhance the validity of study by the following rules: For the dependent variable in modelling (respondent’s self-perceived happiness), cases with NA will be removed from analysis; For the most interested independent variables (variables about happiness, n = 14) that are plausibly correlated with demographic variables, any cases with more than half missing values (n of NAs ≥ 7) will be removed from analysis; any missing values for the cases kept will be imputed using Multiple Imputation Chain Equation (MICE) with all the other variables in the whole new data set being the predictors (except for indexing number); For alcohol-related variables and demographic variables, missing values will be kept as it is.

library(naniar)
# Get number of missing values per variable (n and %)
miss_var_summary(happyfin)
## # A tibble: 35 × 3
##    variable        n_miss pct_miss
##    <chr>            <int>    <dbl>
##  1 work_hour          211    10.5 
##  2 work_contract      211    10.5 
##  3 happy_religion     155     7.68
##  4 happy_likejob      120     5.94
##  5 happy_employed     110     5.45
##  6 feel_happy          71     3.52
##  7 if_feel_happy       71     3.52
##  8 happy_influence     68     3.37
##  9 happy_status        63     3.12
## 10 happy_love          52     2.58
## # … with 25 more rows
# Get number of missing values per participant (n and %)
miss_case_summary(happyfin)
## # A tibble: 2,019 × 3
##     case n_miss pct_miss
##    <int>  <int>    <dbl>
##  1  1201     18     51.4
##  2   899     16     45.7
##  3   907     16     45.7
##  4  1036     16     45.7
##  5  1372     16     45.7
##  6   232     14     40  
##  7   653     14     40  
##  8  1377     14     40  
##  9  1689     14     40  
## 10  1861     14     40  
## # … with 2,009 more rows
#happyfin <- happyfin[rowSums(is.na(happyfin[,col_happy]))/14 < 0.5 | rowSums(is.na(fin1joy))/14 == 0,] 

#aaa <- fin1joy %>% 
#  mutate(across(everything(), ~replace(.,rowSums(is.na(.))/14 >= 0.5, NULL))) 
#miss_case_summary(fin1joy_nohalfmiss)

#remove cases whose feel_happy is NA
happyfin <- happyfin[!is.na(happyfin$feel_happy),]

summary(happyfin$feel_happy)
## Not at all happy   Not very happy     Fairly happy       very happy 
##               62              350             1244              292
#remove cases whose items about happiness attitude has half or more missing values.
fin1 %>% select (starts_with("happy")) %>% summary
##   happy_family    happy_social     happy_love     happy_income   happy_wealth  
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.00   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.00   1st Qu.:2.000  
##  Median :5.000   Median :5.000   Median :5.000   Median :4.00   Median :3.000  
##  Mean   :4.516   Mean   :4.357   Mean   :4.347   Mean   :4.37   Mean   :2.808  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00   3rd Qu.:3.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.00   Max.   :5.000  
##  NA's   :27      NA's   :18      NA's   :52      NA's   :18     NA's   :41     
##   happy_health   happy_likejob   happy_employed  happy_learn.expc
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000   
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:3.000   
##  Median :5.000   Median :4.000   Median :4.000   Median :4.000   
##  Mean   :4.625   Mean   :4.031   Mean   :3.972   Mean   :3.857   
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000   
##  NA's   :14      NA's   :120     NA's   :110     NA's   :47      
##  happy_time.hobby  happy_status   happy_influence happy_religion 
##  Min.   :1.00     Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.00     1st Qu.:2.000   1st Qu.:2.000   1st Qu.:1.000  
##  Median :4.00     Median :2.000   Median :3.000   Median :2.000  
##  Mean   :3.97     Mean   :2.541   Mean   :3.063   Mean   :2.197  
##  3rd Qu.:5.00     3rd Qu.:3.000   3rd Qu.:4.000   3rd Qu.:3.000  
##  Max.   :5.00     Max.   :5.000   Max.   :5.000   Max.   :5.000  
##  NA's   :26       NA's   :63      NA's   :68      NA's   :155    
##   happy_nature  
##  Min.   :1.000  
##  1st Qu.:3.000  
##  Median :4.000  
##  Mean   :3.982  
##  3rd Qu.:5.000  
##  Max.   :5.000  
##  NA's   :26
col_happy <- fin1 %>% select (starts_with("happy")) %>% colnames()
happyfin <- happyfin[rowSums(is.na(happyfin[,col_happy]))/14 < 0.5 | rowSums(is.na(happyfin[,col_happy]))/14 == 0,] 
#inspect number of missing values per variable
gg_miss_var(happyfin)

#inspect if the presence of missing values for work-related variables correlates 
#with age group, using work_hour as example
work_hour_by_age <- happyfin %>%  group_by(age) %>% 
  summarise(number = n())
work_hour_by_age_missing <- happyfin %>% 
  filter(is.na(work_hour)) %>% 
  group_by(age) %>% 
  summarise(number.missing = n())
left_join(work_hour_by_age_missing, work_hour_by_age, by ="age") %>% 
  mutate(missing.prop_percent = number.missing/number*100) %>% 
  datatable(colnames = c("proportion of missing(%)" = "missing.prop_percent", 
                         "number of missing values in the age group" = "number.missing",
                         "age group" = "age",
                         "number of participants in the age group" = "number"),
             caption = "Table: proportion of missing values
              of working hours by age group",
            class = 'cell-border stripe') %>% 
  formatRound(columns = 4, digits = 2)

  It is interesting to find that almost all variables relevant to work, social status and religion suffers from considerable proportion of NAs. This might be the result of a. privacy-related nature of these questions; b. wording of the question being not compatible with some age groups. For example, for the variable about working hours (with biggest number of NAs), respondent under 25 and over 65 years old gave most NAs (24.2% and 12.8%, respectively), indicating young adults might not be able to answer these work-related questions since they are still in college and have not entered industry, and that aged respondents might have already retired and felt confused if they should answer base on their current life stages. These findings suggest rewording of these questions or designing age-specific questions if this survey would be carried out longitudinally.

gg_miss_upset(happyfin)
**Upset graph for missing values of five varialbes with most NAs**

Upset graph for missing values of five varialbes with most NAs

gg_miss_fct(happyfin[,c(col_happy, "work_contract", "work_hour")], fct = happy_employed)
**Heatmap for missing values of fifteen varialbes with most NAs**

Heatmap for missing values of fifteen varialbes with most NAs

  The results are compatible with the assumption that there is a substantial number of cases in which some NAs happen to occur across certain variables or certain levels of variables (e.g. the happiness attitude towards being employed was more frequently rated low by those who gave NAs in working hour and/or working contract). Thus, it seems that the data are not missing completely at random. MICE can be a plausible method to impute them.

library(mice)#multiple imputation chain equation
#MICE package requires a logical matrix that defines which data points need 
#to be imputed and which not. Firstly, the variables that will be imputed are
#defined. Note that the first column which is indexing number is also included,
#and this is not a problem since there is no missing values in indexing.
where_matrix_imputed <- make.where(happyfin[,1:15])
#Next, the variables that will not be imputed but will be used as predictor for
#imputation are defined here.
where_matrix_nonimputed  <- make.where(happyfin[,c(16:ncol(happyfin))], 
                                       keyword = "none")
#Combine them to get the final logical matrix
where_matirx <- data.frame(where_matrix_imputed,where_matrix_nonimputed)
#select predictors according to the minimum threshold (0.3) against which the 
#absolute correlation in the data is compared.
pred_mat <- quickpred(happyfin, mincor = 0.3)
#execute MICE, with 10 times of imputations, 50 times of iterations, "sample"
#as the imputation method.
happyfin_mice <- mice(happyfin, 
                      m = 10, 
                      maxit = 50, 
                      where = where_matirx, 
                      method="sample", 
                      seed = 6, 
                      predictorMatrix = pred_mat)
#summarize the imputation
summary(happyfin_mice)
## Class: mids
## Number of multiple imputations:  10 
## Imputation methods:
##            FSD_ID      happy_family      happy_social        happy_love 
##                ""          "sample"          "sample"          "sample" 
##      happy_income      happy_wealth      happy_health     happy_likejob 
##          "sample"          "sample"                ""          "sample" 
##    happy_employed  happy_learn.expc  happy_time.hobby      happy_status 
##          "sample"          "sample"          "sample"          "sample" 
##   happy_influence    happy_religion      happy_nature        feel_happy 
##          "sample"          "sample"          "sample"                "" 
##     if_feel_happy              alco alco_family_state            gender 
##                ""                ""                ""                "" 
##               age   resi_population       resi_region          employer 
##                ""                ""                ""                "" 
##         work_hour     work_contract   education_basic    education_prof 
##                ""                ""                ""                "" 
##        occupation          industry          union_if        party_vote 
##                ""                ""                ""                "" 
##      social_class househould_income               YOB 
##                ""                ""                "" 
## PredictorMatrix:
##              FSD_ID happy_family happy_social happy_love happy_income
## FSD_ID            0            0            0          0            0
## happy_family      0            0            1          1            0
## happy_social      0            1            0          1            0
## happy_love        0            1            1          0            0
## happy_income      0            0            0          0            0
## happy_wealth      0            0            0          0            0
##              happy_wealth happy_health happy_likejob happy_employed
## FSD_ID                  0            0             0              0
## happy_family            0            0             0              0
## happy_social            0            0             0              0
## happy_love              0            0             0              0
## happy_income            0            0             0              1
## happy_wealth            0            0             0              0
##              happy_learn.expc happy_time.hobby happy_status happy_influence
## FSD_ID                      0                0            0               0
## happy_family                0                0            0               0
## happy_social                0                0            0               0
## happy_love                  0                0            0               0
## happy_income                0                0            0               0
## happy_wealth                0                0            1               0
##              happy_religion happy_nature feel_happy if_feel_happy alco
## FSD_ID                    0            0          0             0    0
## happy_family              0            0          0             0    0
## happy_social              0            0          0             0    0
## happy_love                0            0          0             0    0
## happy_income              0            0          0             0    0
## happy_wealth              0            0          0             0    0
##              alco_family_state gender age resi_population resi_region employer
## FSD_ID                       0      0   0               0           0        0
## happy_family                 0      0   0               0           0        0
## happy_social                 0      0   0               0           0        0
## happy_love                   0      0   0               0           0        0
## happy_income                 0      0   0               0           0        0
## happy_wealth                 0      0   0               0           0        0
##              work_hour work_contract education_basic education_prof occupation
## FSD_ID               0             0               0              0          0
## happy_family         0             0               0              0          0
## happy_social         0             0               0              0          0
## happy_love           0             0               0              0          0
## happy_income         0             0               0              0          0
## happy_wealth         0             0               0              0          0
##              industry union_if party_vote social_class househould_income YOB
## FSD_ID              0        0          0            0                 0   0
## happy_family        0        0          0            0                 0   0
## happy_social        0        0          0            0                 0   0
## happy_love          0        0          0            0                 0   0
## happy_income        0        0          0            0                 0   0
## happy_wealth        0        0          0            0                 0   0
#check the imputation method used per variable
happyfin_mice$meth
##            FSD_ID      happy_family      happy_social        happy_love 
##                ""          "sample"          "sample"          "sample" 
##      happy_income      happy_wealth      happy_health     happy_likejob 
##          "sample"          "sample"                ""          "sample" 
##    happy_employed  happy_learn.expc  happy_time.hobby      happy_status 
##          "sample"          "sample"          "sample"          "sample" 
##   happy_influence    happy_religion      happy_nature        feel_happy 
##          "sample"          "sample"          "sample"                "" 
##     if_feel_happy              alco alco_family_state            gender 
##                ""                ""                ""                "" 
##               age   resi_population       resi_region          employer 
##                ""                ""                ""                "" 
##         work_hour     work_contract   education_basic    education_prof 
##                ""                ""                ""                "" 
##        occupation          industry          union_if        party_vote 
##                ""                ""                ""                "" 
##      social_class househould_income               YOB 
##                ""                ""                ""
#pass data set happyfin into another object happyfin_raw in case otherwise usage
happyfin_raw <- happyfin
#replace data set happyfin with the last imputed data set in MICE.
happyfin <- mice::complete(happyfin_mice, 10)
#inspect the state of missing values (variables about happiness attitude should
#have none NA)
missing_glimpse(happyfin) %>% 
  datatable(class = 'cell-border stripe')

  Variables about happiness attitude now have none NAs. Imputation is done.

1.5 Summarising section one (variable selection and missing value treatment)

Here the variable selection and missing value treatment conducted above are summarized visually for better recording.The flowchart below shows the variables that were selected from meta data set for the present analysis (red box above), and also shows how the missing values were treated (red box below).

library(DiagrammeR)#install.packages("DiagrammeR"), a package for making flowchart 
DiagrammeR::grViz("digraph {
    graph [layout = dot, rankdir = RR, nodesep = 0.5, ranksep = 0.8, color = crimson, penwidth =5]
     node [shape = box, fontcolor = white, fontsize=50, width = 3, height = 1.5, fillcolor = DimGrey, style = filled]
    
  
    0 [label = 'Metadata', width = 14]
  
    1 [label = 'Q4', width =7]
    2 [label = 'Q7_1 to Q7_14', width = 7]
    3 [label = 'Q11_4_1 to Q11_4_6', width = 7]
    4 [label = 'T1 to T14, BV1, BV2', width = 7]
    5 [label = 'Other Variables \n held out', width = 7]
    1.5 [label = 'Self-perceived \n happiness (n=2)', width = 7]
    2.5 [label = 'Hhappiness \n attitude (n=14)', width = 7]
    3.5[label = 'Alcohol abuse \n (n =2)', width = 7]
    4.5[label = 'Demographics \n (n = 16)', width = 7]
    6[label = 'New raw data set for analysis \n (variables n = 34, cases n = 2019)', width = 15]
    s1[label = 'Gernal Case Screening \n (n = 2019)', width = 15]
    s2[label = 'Case Screening base on \n variables of major interest \n (n = 2019)', width = 15]
    s3[label = 'Final data set for analysis \n (variables n = 34, cases n = 1938)', width = 22.1]
    blanka[label = '', width = 0.01, height = 0.01]
    blankb[label = '', width = 0.01, height = 0.01]
    ss1[label = 'Remove cases \n with ≥ half (34/2 = 17) of \n the reponses being NA (n = 0)', width = 10]
    ss2[label = 'Remove cases \n a. with any NA in self- perceived \n happiness  (dependent variable in \n modelling) (n = 71) \n b. with half (14/2= 7) of the \nresponses  being NA in happiness \n attitude variables  (most-interested \n predictors in modelling) (n = 10)', width = 8]
    0 -> {1 2 3 4};
    { rank = same;0 -> 5}
     subgraph cluster1 {
    1 -> 1.5;
    2 -> 2.5;
    3 -> 3.5;
    4 -> 4.5;
    {1.5 2.5 3.5 4.5} -> 6;}
   subgraph cluster2 {
    6 -> s1;
    s1 -> blanka[ dir = none, ranksep = 0.05 ];
    { rank = same; blanka -> ss1  [minlen = 2]};
    blanka -> s2 [ranksep = 0.05 ]; 
    s2 -> blankb[ dir = none ];
    { rank = same; blankb -> ss2 [minlen = 2]};
     blankb -> s3;}
}")

Flowchart about variables used (red box above) and missing value treatment (red box below)

2. factor analysis

  There are 14 items about Fin’s attitude of happiness that each captures one aspect (e.g. about family, love, wealth, health). There might be latent constructs underlying them that minimize the shared variances among them. A factor analysis will be carried out to explore these latent constructs. If there is any, factor scores will be generated for each construct, facilitating the subsequent modeling about perceived happiness.

2.1 Select variables for factor analsyis and descriptive statistics

2.2.1 select variables

library(psych)
happyscale <- happyfin[,1:15] 

2.2.2 examine the normality

happyscale %>% 
  pivot_longer(2:15, names_to = "attitudes", values_to = "scores" ) %>% 
  ggplot(aes(x = scores)) +
  geom_histogram(binwidth = 1) +
  facet_wrap(~attitudes)

  Base on the histogram, it is concluded that most of the variable about happiness attitude are not normally distributed. Hence, the presumption of multi-variate normality is severely violated.

2.2.3 examine potential hierarchy in the data set

library(patchwork)# arrange graphs

#Select potential moderators for happy attitude. 
#a. Age group might be the most plausible one, since people's attitude towards 
#Happiness might change with the age. Things important for the students might
#become less important for the retired.
#b. Gender might be another moderator.
happyByModerator <- happyfin %>% 
  select(1:15, gender, age) %>% 
  pivot_longer(2:15, 
               names_to = "items", 
               values_to = "scores") #for easy plotting, convert to long format

#calculate mean and sd per age group & per item
happyByModerator1 <- happyByModerator %>% 
  group_by(age, items, gender) %>% 
  summarise(mean = mean(scores), SD = SD(scores))

#save jitter position to make points and lines jitter simultaneously
jitterposition <- position_jitter(width = 0.1, height = 0.1)

#plot the correlation of age group with happiness attitude scores by gender (mean±sd)
p_mean <- happyByModerator1 %>% 
  filter(!gender == "Other") %>%  #Gender "other" has too small a sample size,
                                  #the sample might not be representative
  ggplot(aes(x = age, y = mean, group = gender, color = gender)) +
  theme_bw()+
  geom_line(alpha = 0.5, 
            position = jitterposition, 
            size = 1) +
  geom_point(position = jitterposition) +
  facet_wrap (~items, 
              ncol = 5) +
  geom_errorbar(aes(ymin = mean-SD, ymax = mean+SD), 
                alpha = 0.8,
                size = 0.5,
                width = 0.3,
                position = jitterposition) +
  theme(axis.text.x = element_text(angle = 90, 
                                   hjust = 1, 
                                   size = 10, 
                                   face = "bold"), 
        legend.position = "bottom",
        axis.title.x = element_blank(), 
        plot.title = element_text(size = 18),
        axis.title.y = element_text(size = 12))+
  labs(title = 
         "Picture A:Correlation of age group with happiness attitude scores by gender (mean±sd)",
       y = "Mean and standard deviation of happiness attitude scores")



happyByModerator2 <- happyByModerator %>% 
  group_by(age, items, gender) %>% 
  summarise(median = median(scores), 
            low = quantile(scores, 0.25), 
            high = quantile(scores, 0.75))

#plot correlation of age group with happiness attitude scores 
#by gender (median, Q1,Q3) 
p_median <- happyByModerator2 %>% 
  filter(!gender == "Other") %>% 
  ggplot(aes(x = age, y = median, group = gender, color = gender)) +
  theme_bw()+
  geom_line(alpha = 0.5, 
            position = jitterposition, 
            size = 1) +
  geom_point(position = jitterposition) +
  facet_wrap (~items, 
              ncol = 5) +
  geom_errorbar(aes(ymin = low, ymax = high), 
                alpha = 0.8,
                size = 0.5,
                width = 0.3,
                position = jitterposition) +
  theme(axis.text.x = element_text(angle = 90, 
                                   hjust = 1, 
                                   size = 10, 
                                   face = "bold"), 
        legend.position = "bottom",
        axis.title.x = element_blank(), 
        plot.title = element_text(size = 18),
        axis.title.y = element_text(size = 12))+
  labs(title = 
         "Picture B:Correlation of age group with happiness attitude scores by gender (median, Q1,Q3) ",
       y = "Median and 1st/3rd quantile of happiness attitude scores")

p_mean/p_median

  It is observed in pic A that male and female do not differ in most happiness attitude items. This is also true if observing by different age group. However, when plotting with median and quantile as picture B, some difference can be seen in love and income items. Here picture B should be more reliable since the non-normally distributed nature of most items. Picture B shows middle-aged females would assign love with higher importance to happiness than their male counterparts (row 2, column 3), and middle and high aged females would have their happiness be less dependent on income than their male counterparts (row 1, column 4). These findings corresponds to our intuitive understanding in the difference of males and females, and this difference might also contribute to the difference in happiness. As such, I will keep this gender variability in analysis without conducting hierarchical analysis.

  It is also observed in pic A and B that respondents in different age group’s difference in attitude of happiness always differ in very modest arange (within 1 score unit) except for item about religion (row 2, column 5), where the youngest and oldest in our sample have a difference in median score as large as 2 units, with a sign of positive trending with aging. These findings might be the result of people tending to turn to religion with aging, or might be the result of the new generations are becoming less interested in religion. No matter which, the difference could be the source of difference in perceived happiness. As such, I will keep this age-group variability in analysis without conducting hierarchical analysis.

2.2 Factorability of the items

  the factorability of the items was examined. Several well-recognized criteria for the factorability of a correlation were used.

#correlation to examine the factorability
c_matrix <- cor.plot(happyscale[,-1])

  It was observed that all of the 14 items correlated at least 0.3 with at least one other item except for items about religion and nature, suggesting these two items might not load fairly on the latent constructs. However, considering their formative nature to the the attitude of happiness, they will be kept for analysis.

#perform KMO test for factorability
KMO(c_matrix) 
## Kaiser-Meyer-Olkin factor adequacy
## Call: KMO(r = c_matrix)
## Overall MSA =  0.75
## MSA for each item = 
##     happy_family     happy_social       happy_love     happy_income 
##             0.72             0.80             0.77             0.82 
##     happy_wealth     happy_health    happy_likejob   happy_employed 
##             0.63             0.84             0.79             0.75 
## happy_learn.expc happy_time.hobby     happy_status  happy_influence 
##             0.78             0.80             0.65             0.77 
##   happy_religion     happy_nature 
##             0.60             0.72

  The Kaiser-Meyer-Olkin measure of sampling adequacy was .75, indicating middling adequacy according to Kaiser.

#perform bartlett test for factorability
cortest.bartlett(c_matrix, nrow(happyscale[,-1]))
## $chisq
## [1] 5340.529
## 
## $p.value
## [1] 0
## 
## $df
## [1] 91

  Bartlett’s test of sphericity was significant (χ2 (91) = 5340.53, p < .0001), suggesting that the null hypothesis that our matrix be equal to an identity matrix was objected, and hence good factorability.

2.3 Estimating factor structure

library(GPArotation)
fa.parallel(happyscale[,-1], fa = "fa", fm = "ml", plot = T) 

## Parallel analysis suggests that the number of factors =  6  and the number of components =  NA
nfactors(c_matrix, n=6, rotate = "oblimin", fm = "pa", n.obs=14)

## 
## Number of factors
## Call: vss(x = x, n = n, rotate = rotate, diagonal = diagonal, fm = fm, 
##     n.obs = n.obs, plot = FALSE, title = title, use = use, cor = cor)
## VSS complexity 1 achieves a maximimum of Although the vss.max shows  5  factors, it is probably more reasonable to think about  1  factors
## VSS complexity 2 achieves a maximimum of 0.62  with  5  factors
## The Velicer MAP achieves a minimum of 0.02  with  1  factors 
## Empirical BIC achieves a minimum of  -178.79  with  1  factors
## Sample Size adjusted BIC achieves a minimum of  9.09  with  6  factors
## 
## Statistics by number of factors 
##   vss1 vss2   map dof chisq prob sqresid  fit RMSEA  BIC SABIC complex eChisq
## 1 0.51 0.00 0.023  77  8.43    1    11.0 0.51     0 -195  39.7     1.0  24.41
## 2 0.49 0.58 0.026  64  4.41    1     9.4 0.58     0 -164  30.4     1.3  11.89
## 3 0.48 0.58 0.033  52  2.55    1     8.8 0.60     0 -135  23.6     1.5   7.32
## 4 0.50 0.60 0.038  41  1.03    1     8.6 0.62     0 -107  17.7     1.4   3.04
## 5 0.51 0.62 0.049  31  0.41    1     7.9 0.65     0  -81  13.0     1.4   1.06
## 6 0.48 0.58 0.064  22  0.17    1     7.9 0.64     0  -58   9.1     1.6   0.48
##    SRMR eCRMS eBIC
## 1 0.098 0.106 -179
## 2 0.068 0.081 -157
## 3 0.054 0.071 -130
## 4 0.035 0.051 -105
## 5 0.020 0.035  -81
## 6 0.014 0.028  -58

  The parallel analysis and scree plot (showing 6 factors above eigenvalues of simulated data ) based on correlation matrix suggested 6-factor structure. Meanwhile the VSS is favorable to a five-dimensional interpretation. All other statistics suggest a single dimension. As such, factor structures with 2 to 6 factors will be examined, with specific preference over 5 factor structure.

2.4 Presetting parameters

  I will load the variables on 5 and 6 factors based on the result of above analyses. Both varimax and oblimin rotations will be adopted because of the fact that dimension of attitude of happiness is a under-studied area and no presumption could be easily reached. I assumed that there was some latent construct called “attitude of happiness” that is influencing how people answer these questions, and hence principle axis factoring (PAF) was adopted instead of principle component analysis (PCA; on other hand, PCA is orthogonal by nature). Since the assumption of multivariate normality is severely violated, I also did not adopt maximum likelihood factoring.

2.4.1 Five-factor structure

2.4.1.1 Orthogonal rotation

fa5 <- fa(happyscale[,-1], nfactors = 5, rotate = "varimax", fm = "pa", scores = "regression")
fa5
## Factor Analysis using method =  pa
## Call: fa(r = happyscale[, -1], nfactors = 5, rotate = "varimax", scores = "regression", 
##     fm = "pa")
## Standardized loadings (pattern matrix) based upon correlation matrix
##                   PA3   PA2   PA1  PA4   PA5   h2    u2 com
## happy_family     0.74  0.02 -0.04 0.16  0.16 0.61  0.39 1.2
## happy_social     0.62  0.03  0.23 0.15  0.00 0.46  0.54 1.4
## happy_love       0.68  0.03  0.13 0.11  0.09 0.50  0.50 1.2
## happy_income     0.18  0.03  0.12 0.46  0.02 0.26  0.74 1.5
## happy_wealth     0.04  0.46  0.07 0.23 -0.06 0.28  0.72 1.6
## happy_health     0.18  0.04  0.14 0.38  0.15 0.22  0.78 2.1
## happy_likejob    0.13  0.15  0.36 0.52 -0.01 0.44  0.56 2.1
## happy_employed   0.03  0.13  0.05 0.69  0.09 0.50  0.50 1.1
## happy_learn.expc 0.08  0.06  0.68 0.19  0.08 0.52  0.48 1.2
## happy_time.hobby 0.14  0.04  0.51 0.15  0.08 0.31  0.69 1.4
## happy_status     0.02  1.02  0.24 0.03  0.16 1.12 -0.12 1.2
## happy_influence  0.05  0.26  0.45 0.06  0.10 0.28  0.72 1.8
## happy_religion   0.08  0.10  0.01 0.04  0.34 0.14  0.86 1.3
## happy_nature     0.06 -0.15  0.27 0.12  0.73 0.64  0.36 1.5
## 
##                        PA3  PA2  PA1  PA4  PA5
## SS loadings           1.53 1.40 1.30 1.29 0.76
## Proportion Var        0.11 0.10 0.09 0.09 0.05
## Cumulative Var        0.11 0.21 0.30 0.39 0.45
## Proportion Explained  0.24 0.22 0.21 0.21 0.12
## Cumulative Proportion 0.24 0.47 0.67 0.88 1.00
## 
## Mean item complexity =  1.5
## Test of the hypothesis that 5 factors are sufficient.
## 
## The degrees of freedom for the null model are  91  and the objective function was  2.76 with Chi Square of  5340.53
## The degrees of freedom for the model are 31  and the objective function was  0.1 
## 
## The root mean square of the residuals (RMSR) is  0.02 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic number of observations is  1938 with the empirical chi square  147.34  with prob <  4.5e-17 
## The total number of observations was  1938  with Likelihood Chi Square =  190.11  with prob <  8.8e-25 
## 
## Tucker Lewis Index of factoring reliability =  0.911
## RMSEA index =  0.051  and the 90 % confidence intervals are  0.045 0.059
## BIC =  -44.55
## Fit based upon off diagonal values = 0.99
fa.diagram(fa5, cut = 0, digits =2, main = "Factor Analysis, Oblimin rotation")

print(fa5$loadings,cutoff = 0.3, sort=TRUE)
## 
## Loadings:
##                  PA3    PA2    PA1    PA4    PA5   
## happy_family      0.743                            
## happy_social      0.619                            
## happy_love        0.682                            
## happy_status             1.015                     
## happy_learn.expc                0.681              
## happy_time.hobby                0.512              
## happy_likejob                   0.359  0.523       
## happy_employed                         0.685       
## happy_nature                                  0.726
## happy_income                           0.463       
## happy_wealth             0.463                     
## happy_health                           0.380       
## happy_influence                 0.448              
## happy_religion                                0.342
## 
##                  PA3   PA2   PA1   PA4   PA5
## SS loadings    1.526 1.399 1.302 1.295 0.759
## Proportion Var 0.109 0.100 0.093 0.092 0.054
## Cumulative Var 0.109 0.209 0.302 0.394 0.449

  No overloading is detected in Five-factor Structure via orthogonal rotation. Loadings are fairly high on most items, except for religion (loading = 0.35). This is not out of expectation since it was reported that religion has very sophisticated relation with happiness and there are a multitude of types of religions, the attitude towards happiness of which might differ tremendously.

2.4.1.2 Oblique rotation

fa5_obl <- fa(happyscale[,-1], nfactors = 5, rotate = "oblimin", fm = "pa", scores = "regression")
fa5_obl
## Factor Analysis using method =  pa
## Call: fa(r = happyscale[, -1], nfactors = 5, rotate = "oblimin", scores = "regression", 
##     fm = "pa")
## Standardized loadings (pattern matrix) based upon correlation matrix
##                    PA1   PA2   PA4   PA3   PA5   h2    u2 com
## happy_family      0.78  0.01  0.04 -0.14  0.06 0.61  0.39 1.1
## happy_social      0.62 -0.01  0.00  0.20 -0.07 0.46  0.54 1.2
## happy_love        0.70  0.01 -0.04  0.07  0.00 0.50  0.50 1.0
## happy_income      0.14 -0.07  0.44  0.08 -0.02 0.26  0.74 1.3
## happy_wealth      0.02  0.41  0.24 -0.02 -0.15 0.28  0.72 2.0
## happy_health      0.13 -0.01  0.34  0.06  0.12 0.22  0.78 1.6
## happy_likejob     0.06  0.04  0.47  0.31 -0.05 0.44  0.56 1.8
## happy_employed   -0.04  0.02  0.72 -0.05  0.05 0.50  0.50 1.0
## happy_learn.expc  0.00  0.03  0.05  0.66  0.09 0.52  0.48 1.0
## happy_time.hobby  0.08  0.02  0.02  0.49  0.08 0.31  0.69 1.1
## happy_status      0.00  1.06 -0.01  0.01  0.00 1.12 -0.12 1.0
## happy_influence   0.00  0.26 -0.03  0.38  0.08 0.28  0.72 1.9
## happy_religion    0.08  0.18  0.01 -0.14  0.32 0.14  0.86 2.1
## happy_nature      0.01 -0.01  0.02  0.05  0.78 0.64  0.36 1.0
## 
##                        PA1  PA2  PA4  PA3  PA5
## SS loadings           1.61 1.44 1.23 1.17 0.82
## Proportion Var        0.12 0.10 0.09 0.08 0.06
## Cumulative Var        0.12 0.22 0.31 0.39 0.45
## Proportion Explained  0.26 0.23 0.20 0.19 0.13
## Cumulative Proportion 0.26 0.49 0.68 0.87 1.00
## 
##  With factor correlations of 
##      PA1  PA2  PA4  PA3  PA5
## PA1 1.00 0.09 0.30 0.25 0.22
## PA2 0.09 1.00 0.25 0.29 0.03
## PA4 0.30 0.25 1.00 0.34 0.18
## PA3 0.25 0.29 0.34 1.00 0.28
## PA5 0.22 0.03 0.18 0.28 1.00
## 
## Mean item complexity =  1.4
## Test of the hypothesis that 5 factors are sufficient.
## 
## The degrees of freedom for the null model are  91  and the objective function was  2.76 with Chi Square of  5340.53
## The degrees of freedom for the model are 31  and the objective function was  0.1 
## 
## The root mean square of the residuals (RMSR) is  0.02 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic number of observations is  1938 with the empirical chi square  147.34  with prob <  4.5e-17 
## The total number of observations was  1938  with Likelihood Chi Square =  190.11  with prob <  8.8e-25 
## 
## Tucker Lewis Index of factoring reliability =  0.911
## RMSEA index =  0.051  and the 90 % confidence intervals are  0.045 0.059
## BIC =  -44.55
## Fit based upon off diagonal values = 0.99
fa.diagram(fa5_obl, cut = 0, digits =2, main = "Factor Analysis, Oblimin rotation")

print(fa5_obl$loadings,cutoff = 0.3, sort=TRUE)
## 
## Loadings:
##                  PA1    PA2    PA4    PA3    PA5   
## happy_family      0.778                            
## happy_social      0.621                            
## happy_love        0.700                            
## happy_status             1.057                     
## happy_employed                  0.720              
## happy_learn.expc                       0.664       
## happy_nature                                  0.780
## happy_income                    0.438              
## happy_wealth             0.406                     
## happy_health                    0.340              
## happy_likejob                   0.468  0.311       
## happy_time.hobby                       0.488       
## happy_influence                        0.383       
## happy_religion                                0.324
## 
##                  PA1   PA2   PA4   PA3   PA5
## SS loadings    1.536 1.392 1.113 1.022 0.783
## Proportion Var 0.110 0.099 0.079 0.073 0.056
## Cumulative Var 0.110 0.209 0.289 0.362 0.418

  Correlation coefficients among the factors ranges from 0.09 to 0.34, which are basically low, indicating the appropriateness of orthogonal rotation.

2.4.2 Five-factor structure

2.4.2.1 Orthogonal rotation

fa6 <- fa(happyscale[,-1], nfactors = 6, rotate = "varimax", fm = "pa", scores = "regression")
fa6
## Factor Analysis using method =  pa
## Call: fa(r = happyscale[, -1], nfactors = 6, rotate = "varimax", scores = "regression", 
##     fm = "pa")
## Standardized loadings (pattern matrix) based upon correlation matrix
##                   PA3   PA2   PA1  PA6   PA5   PA4   h2     u2 com
## happy_family     0.75  0.02 -0.05 0.16  0.17  0.04 0.61  0.386 1.2
## happy_social     0.62  0.04  0.22 0.14 -0.01  0.07 0.46  0.541 1.4
## happy_love       0.68  0.03  0.12 0.11  0.09  0.04 0.50  0.496 1.2
## happy_income     0.17  0.05  0.12 0.54 -0.02  0.03 0.34  0.663 1.3
## happy_wealth     0.03  0.50  0.05 0.22 -0.07  0.06 0.31  0.690 1.5
## happy_health     0.16  0.06  0.14 0.43  0.13  0.04 0.25  0.750 1.8
## happy_likejob    0.14  0.14  0.28 0.36  0.03  0.69 0.72  0.279 2.1
## happy_employed   0.04  0.15  0.03 0.54  0.10  0.29 0.41  0.586 1.8
## happy_learn.expc 0.10  0.08  0.61 0.11  0.11  0.25 0.47  0.527 1.6
## happy_time.hobby 0.14  0.05  0.60 0.20  0.02 -0.05 0.42  0.575 1.4
## happy_status     0.02  0.97  0.23 0.00  0.16  0.06 1.03 -0.026 1.2
## happy_influence  0.06  0.27  0.43 0.02  0.12  0.12 0.29  0.713 2.1
## happy_religion   0.08  0.10 -0.01 0.01  0.40  0.04 0.18  0.823 1.2
## happy_nature     0.06 -0.14  0.30 0.17  0.64 -0.03 0.55  0.446 1.7
## 
##                        PA3  PA2  PA1  PA6  PA5  PA4
## SS loadings           1.53 1.35 1.24 1.08 0.69 0.66
## Proportion Var        0.11 0.10 0.09 0.08 0.05 0.05
## Cumulative Var        0.11 0.21 0.29 0.37 0.42 0.47
## Proportion Explained  0.23 0.21 0.19 0.17 0.11 0.10
## Cumulative Proportion 0.23 0.44 0.63 0.79 0.90 1.00
## 
## Mean item complexity =  1.5
## Test of the hypothesis that 6 factors are sufficient.
## 
## The degrees of freedom for the null model are  91  and the objective function was  2.76 with Chi Square of  5340.53
## The degrees of freedom for the model are 22  and the objective function was  0.05 
## 
## The root mean square of the residuals (RMSR) is  0.01 
## The df corrected root mean square of the residuals is  0.03 
## 
## The harmonic number of observations is  1938 with the empirical chi square  65.85  with prob <  2.9e-06 
## The total number of observations was  1938  with Likelihood Chi Square =  95.67  with prob <  3.6e-11 
## 
## Tucker Lewis Index of factoring reliability =  0.942
## RMSEA index =  0.042  and the 90 % confidence intervals are  0.033 0.05
## BIC =  -70.85
## Fit based upon off diagonal values = 1
fa.diagram(fa6, cut = 0, digits =2, main = "Factor Analysis, Oblimin rotation")

print(fa6$loadings,cutoff = 0.3, sort=TRUE)
## 
## Loadings:
##                  PA3    PA2    PA1    PA6    PA5    PA4   
## happy_family      0.746                                   
## happy_social      0.619                                   
## happy_love        0.684                                   
## happy_status             0.971                            
## happy_learn.expc                0.608                     
## happy_time.hobby                0.600                     
## happy_income                           0.537              
## happy_employed                         0.544              
## happy_nature                    0.300         0.640       
## happy_likejob                          0.356         0.689
## happy_wealth             0.498                            
## happy_health                           0.426              
## happy_influence                 0.428                     
## happy_religion                                0.397       
## 
##                  PA3   PA2   PA1   PA6   PA5   PA4
## SS loadings    1.531 1.354 1.238 1.083 0.689 0.655
## Proportion Var 0.109 0.097 0.088 0.077 0.049 0.047
## Cumulative Var 0.109 0.206 0.295 0.372 0.421 0.468

  Some overloading is present (such as influence loads on both PA2 and PA3). “likejob” singly loads on PA1 and also has overloading on PA3. If it were moved to PA3, the structure would become exactly the same with five-factor solutions. Hence, the five-factor structure is preferred over the 6 factor one.

2.4.2.2 Oblique rotation

fa6_obl <- fa(happyscale[,-1], nfactors = 6, rotate = "oblimin", fm = "pa", scores = "regression")
fa6_obl
## Factor Analysis using method =  pa
## Call: fa(r = happyscale[, -1], nfactors = 6, rotate = "oblimin", scores = "regression", 
##     fm = "pa")
## Standardized loadings (pattern matrix) based upon correlation matrix
##                    PA3   PA2   PA1   PA4   PA5   PA6   h2     u2 com
## happy_family      0.78  0.00 -0.01 -0.13  0.05  0.03 0.61  0.386 1.1
## happy_social      0.61 -0.01  0.06  0.19 -0.08  0.00 0.46  0.541 1.2
## happy_love        0.70  0.01  0.01  0.06  0.00 -0.03 0.50  0.496 1.0
## happy_income      0.10 -0.03  0.04  0.15  0.00  0.49 0.34  0.663 1.3
## happy_wealth      0.01  0.46  0.03  0.01 -0.15  0.24 0.31  0.690 1.7
## happy_health      0.10  0.02  0.04  0.09  0.15  0.36 0.25  0.750 1.7
## happy_likejob     0.03  0.00  0.84  0.00 -0.02  0.03 0.72  0.279 1.0
## happy_employed   -0.04  0.05  0.33 -0.10  0.10  0.42 0.41  0.586 2.2
## happy_learn.expc  0.00  0.06  0.33  0.43  0.14 -0.10 0.47  0.527 2.3
## happy_time.hobby  0.05  0.05 -0.03  0.59  0.08  0.12 0.42  0.575 1.2
## happy_status      0.00  1.02 -0.01  0.00  0.00 -0.02 1.03 -0.026 1.0
## happy_influence   0.00  0.29  0.14  0.28  0.11 -0.10 0.29  0.713 3.0
## happy_religion    0.08  0.17  0.02 -0.20  0.37 -0.06 0.18  0.823 2.2
## happy_nature      0.01 -0.03 -0.02  0.06  0.73  0.03 0.55  0.446 1.0
## 
##                        PA3  PA2  PA1  PA4  PA5  PA6
## SS loadings           1.58 1.42 1.12 0.86 0.82 0.75
## Proportion Var        0.11 0.10 0.08 0.06 0.06 0.05
## Cumulative Var        0.11 0.21 0.29 0.36 0.41 0.47
## Proportion Explained  0.24 0.22 0.17 0.13 0.13 0.11
## Cumulative Proportion 0.24 0.46 0.63 0.76 0.89 1.00
## 
##  With factor correlations of 
##      PA3  PA2  PA1  PA4  PA5  PA6
## PA3 1.00 0.10 0.28 0.20 0.25 0.26
## PA2 0.10 1.00 0.31 0.21 0.08 0.12
## PA1 0.28 0.31 1.00 0.35 0.22 0.41
## PA4 0.20 0.21 0.35 1.00 0.28 0.06
## PA5 0.25 0.08 0.22 0.28 1.00 0.12
## PA6 0.26 0.12 0.41 0.06 0.12 1.00
## 
## Mean item complexity =  1.6
## Test of the hypothesis that 6 factors are sufficient.
## 
## The degrees of freedom for the null model are  91  and the objective function was  2.76 with Chi Square of  5340.53
## The degrees of freedom for the model are 22  and the objective function was  0.05 
## 
## The root mean square of the residuals (RMSR) is  0.01 
## The df corrected root mean square of the residuals is  0.03 
## 
## The harmonic number of observations is  1938 with the empirical chi square  65.85  with prob <  2.9e-06 
## The total number of observations was  1938  with Likelihood Chi Square =  95.67  with prob <  3.6e-11 
## 
## Tucker Lewis Index of factoring reliability =  0.942
## RMSEA index =  0.042  and the 90 % confidence intervals are  0.033 0.05
## BIC =  -70.85
## Fit based upon off diagonal values = 1
fa.diagram(fa6_obl, cut = 0, digits =2, main = "Factor Analysis, Oblimin rotation")

print(fa6_obl$loadings,cutoff = 0.3, sort=TRUE)
## 
## Loadings:
##                  PA3    PA2    PA1    PA4    PA5    PA6   
## happy_family      0.779                                   
## happy_social      0.614                                   
## happy_love        0.699                                   
## happy_status             1.017                            
## happy_likejob                   0.835                     
## happy_time.hobby                       0.587              
## happy_nature                                  0.728       
## happy_income                                         0.494
## happy_wealth             0.458                            
## happy_health                                         0.357
## happy_employed                  0.335                0.419
## happy_learn.expc                0.334  0.430              
## happy_influence                                           
## happy_religion                                0.371       
## 
##                  PA3   PA2   PA1   PA4   PA5   PA6
## SS loadings    1.507 1.364 0.950 0.743 0.768 0.645
## Proportion Var 0.108 0.097 0.068 0.053 0.055 0.046
## Cumulative Var 0.108 0.205 0.273 0.326 0.381 0.427

  The overloading is also present and correlations between factors are still not high (0.05 to 0.44, more than a half below 0.2), indicating the inappropriateness of using oblique rotation.

2.4.3 determine the factor structure

  The five-factor structure with orthogonal rotation is the most preferred factor solution for fin’s attitude of happiness. PA1 corresponds to autonomy of life; PA2 corresponds to accomplishment; PA3 corresponds to positive relationships; PA4 corresponds to productivity (health is the premise for productivity); PA5 corresponds to mindfulness.

2.5 generate and examine factor scores

2.5.1 generate factor scores

#generating factor scores
happyScores  <-  as.data.frame( 
  factor.scores(happyscale[,-1], fa5)$scores)  %>% 
  mutate(FSD_ID = happyscale$FSD_ID)  %>% 
  rename(autonomy = PA1,
         accomplishment = PA2,
         relationship = PA3,
         productivity= PA4,
         mindfulness = PA5)
happyScores <- round(happyScores, 2)
#merge the happyScores data set with happyfin
happyfin  <-  full_join(happyfin, happyScores)
#inspect
happyfin %>% select(relationship : ncol(happyfin)) %>% head
##   relationship accomplishment autonomy productivity mindfulness
## 1         0.59          -0.94     1.23        -1.71        1.18
## 2         1.03           0.38     0.06        -0.89        0.23
## 3         0.83          -0.64     0.31         0.20        0.63
## 4        -0.74           1.40     0.30        -0.27        0.45
## 5         0.68           1.17     1.29        -0.45        1.07
## 6         0.49           0.41     0.87        -1.05       -0.05

2.5.2 examine and modify factor scores

2.5.2.1 examine distributions

happyScores %>% 
  pivot_longer(relationship:mindfulness, 
               names_to = "factors", 
               values_to = "scores") %>% 
  ggplot(aes(x = scores, fill = factors)) +
  geom_histogram() +
  facet_wrap(~factors) +
  theme(legend.position = "none", 
        plot.title = element_text(size =20))+
  labs(title = "Distribution of variables about happiness attitude")

  From the histograms, it is observed that accomplishment and autonomy is basically noramlly distributed, while mindfulness, productivity and relationship are negatively skewed to different degrees.

2.5.2.2 modify distributions

  In logistic regression, no presumption of multivariate normality is required for independent variables, and hence these factor scores will enter model without any conversion. However, in doing descriptive statistics, variables with different distribution features need to be described via different indicators. It is better to align the factor scores’ distribution before observing them. Here I will use the following formulas to achieve rough normality for all factor scores.

When the negative skewness is moderate \[ \sqrt{\max\left(x+1\right)-x} \]

When the negative skewness is greater \[ \log_{10}{\max\left(x+1\right)-x} \]

When the negative skewness is severe \[ 1/({\max\left(x+1\right)-x}) \]

  1. transform productivity
#transform productivity 
happyfin$productivity_trans <- sqrt(max(happyfin$productivity+1) - happyfin$productivity)

#check the effect of transformation
before1 <-happyfin %>%  #hisogram before
  ggplot(aes(x = productivity))+
  geom_histogram(fill ="lightblue", color = "black") +
  labs(title ="Before tansformation", x = "Productivity before transformation") 
after1<- happyfin %>%  #histogram after
  ggplot(aes(x = productivity_trans))+
  geom_histogram(fill ="coral", color = "black") +
  labs(title ="After tansformation", x = "Productivity after transformation") 
before1.5 <- happyfin %>% #qq plot beofre
  ggplot(aes(sample = productivity))+
  geom_qq(color = "red", shape = 1) +
  geom_qq_line(color = "blue")
after1.5 <- happyfin %>%  #qq plot after
  ggplot(aes(sample = productivity_trans))+
  geom_qq(color = "red", shape = 1) +
  geom_qq_line(color = "blue")

before1/before1.5|after1/after1.5

  1. transform relationship
#transform relationship
happyfin$relationship_trans <- 1/(max(happyfin$relationship+1) - happyfin$relationship)

#check the effect of transformation
before2 <-happyfin %>%  #histogram before
  ggplot(aes(x = relationship))+
  geom_histogram(fill ="lightblue", color = "black") +
  labs(title ="Before tansformation", x = "Relationship before transformation") 
after2<- happyfin %>%  #histogram after
  ggplot(aes(x = relationship_trans))+
  geom_histogram(fill ="coral", color = "black") +
  labs(title ="After tansformation", x = "Relationship after transformation") 


before2.5 <- happyfin %>% #qq plot before
  ggplot(aes(sample = relationship))+
  geom_qq(color = "red", shape = 1) +
  geom_qq_line(color = "blue")
after2.5 <- happyfin %>% #qq plot after
  ggplot(aes(sample = relationship_trans))+
  geom_qq(color = "red", shape = 1) +
  geom_qq_line(color = "blue")

before2/before2.5|after2/after2.5

  1. transform mindfulness
#transform mindfulness
happyfin$mindfulness_trans <- sqrt(max(happyfin$mindfulness+1) - happyfin$mindfulness) 

#check the effect of transformation
before3 <-happyfin %>%  #histogram before
  ggplot(aes(x = mindfulness))+
  geom_histogram(fill ="lightblue", color = "black") +
  labs(title ="Before mindfulness", x = "Productivity before mindfulness") 
after3<- happyfin %>%  #histogram after
  ggplot(aes(x = mindfulness_trans))+
  geom_histogram(fill ="coral", color = "black") +
  labs(title ="After mindfulness", x = "Productivity after mindfulness") 
before3.5 <- happyfin %>% #qq plot before
  ggplot(aes(sample = mindfulness))+
  geom_qq(color = "red", shape = 1) +
  geom_qq_line(color = "blue")
after3.5 <- happyfin %>%  #qq plot after
  ggplot(aes(sample = mindfulness_trans))+
  geom_qq(color = "red", shape = 1) +
  geom_qq_line(color = "blue")

before3/before3.5|after3/after3.5

  Now I get the transformed factor scores (productivity_trans, relationship_trans, mindfulness_trans), which are roughly normally distributed. They will be used for relevant descriptive statistics.

2.5.2.3 examine the correlation between happiness-related factor scores and levels of perceived happiness by happiness attitudes

  This is examined to find out if self-perceived happiness is correlated with any happiness attitude.

happyfin %>% filter(!gender == "Other") %>% 
  select(c(accomplishment, autonomy, mindfulness_trans, productivity_trans, relationship_trans), feel_happy, if_feel_happy, gender) %>% 
  pivot_longer(accomplishment:relationship_trans,
               names_to = "factors", 
               values_to = "scores") %>% 
  ggplot(aes(x= as.integer(feel_happy), y = scores)) +
  stat_summary(fun.data = "mean_sdl",
               fun.args = list(mult=1),
               geom = "ribbon",
               fill = "#EB5286",
               alpha = .3) +
  stat_summary(fun.data = "mean_sdl",
               fun.args = list(mult=1),
               geom = "pointrange") +
  facet_wrap(~ factors) +
  theme(axis.text.x = element_text(size = 10),
        axis.title.x = element_text(size = 15), 
        plot.title = element_text(size=20))+
  labs(x = "Levels of perceived happiness \n from 1 to 4: not at all happy, not very happy, fairly happy and very happy",
       caption = "Note: The error bars cover mean +/- 1sd",
       title = "Correlation between happiness-related factor scores and levels of perceived happiness by happiness attitudes")

  It can be observed that the emphasis on attitudes productivity, relationship or mindfulness leads to no notable change in perceived happiness. Increased emphasis on autonomy might lead to increased perceived happiness. The emphasis on accomplishment seems to have a non-linear effect on perceived happiness. Those who are extremely unhappy tending to highlight accomplishment, while those who are moderately unhappy will not give too much emphasis on it.

2.5.2.4 generate new variables about happiness attitude emphasis

  Based on the findings above, we might draw to a preliminary conclusion that the emphasis on some of the aspects of happiness (autonomy and/or accomplishment) attitude would contribute to the change of perceived happiness. As such, I will generate two new variables that depict if an individual’s type of happiness attitude emphasis include autonomy and accomplishment, respectively (base on if the score is over 0). Note that raw factor scores will be used here rather than the ones transformed for normality.

happyfin <- happyfin %>% 
  mutate(if_autonomy = 
#generate a variable about if autonomy is emphasized.
           case_when(autonomy>0~ "1",
                     TRUE ~ "0"),
         if_accomplishment =
#generate a variable about if accomplishment is emphasized.
           case_when(accomplishment>0~ "1",
                     TRUE ~ "0" )
)
#stacked bar plot of two new variables by perceived happiness
p_autonomy <- happyfin %>% 
  ggplot(aes(x = if_autonomy, fill = feel_happy)) +
  geom_bar (position = "fill") +
  theme(legend.position = "none")+
  labs(x = "Emphasis on autonomy", 
       y = "Number of respondents") +
  scale_x_discrete(labels=c("0" = "No", "1" = "Yes"))

p_accomplishment <- happyfin %>% 
  ggplot(aes(x = if_accomplishment, fill = feel_happy)) +
  geom_bar (position = "fill")+
  labs(fill = "how happy you are", 
       x = "Emphasis on accomplishment", 
       y = "")+
  scale_x_discrete(labels=c("0" = "No", "1" = "Yes"))
p_autonomy+p_accomplishment

  It is interesting to find that if autonomy is emphasized is positively related to being “very happy”, and is almost not related to being fairly happy (is it the caveat for being real happy? ^_^); while if accomplishment is emphasized only slightly increased the proportion of being “very happy”, but it is greatly related to increased proportion of being “fairly happy”.

  One is not forbidden to have a multitude aspects of happiness to emphasize. Hence, the number of an individual’s emphasized aspects of happiness attitude might also contribute to perceived happiness. Here I will generate another variable recording the number of these aspect for each case.

emph_number <- happyfin %>% 
  select(1, relationship:mindfulness) %>% 
  pivot_longer(relationship:mindfulness, 
               names_to = "factors", 
               values_to = "scores")%>% 
  group_by(FSD_ID)%>% 
  filter(scores > 0) %>% 
  group_by(FSD_ID) %>% 
  summarise(n = n())

happyfin <- left_join(happyfin, emph_number) #join the data sets
happyfin <- happyfin %>% rename("attitude_emph_num" = "n") #rename it 

#check the new variable's relation with perceived happiness
happyfin %>% 
  ggplot(aes(x = attitude_emph_num, fill = feel_happy)) +
  geom_bar (position = "fill")+
  labs(fill = "How happy are you", 
       x = "Number of emphasized aspects of happiness attitude",
       title = "Correlation between number of emphasized happiness attitudes and perceived happiness",
       y = "Number of respondents")+
  theme(plot.title = element_text (size = 12))

  It is observed that level of perceived happiness is positively correlated with the number of emphasized happiness attitude aspects. This makes sense. People who have more source of happiness will be more likely to have some of these sources fulfilled.

3. Modeling fin’s perceieved happiness

3.1 Descriptive statistics about Fin’s happiness

3.1.1 Proportion of Fins’ perceived happiness

piedata_happy <- happyfin %>% 
  group_by(feel_happy) %>% 
  summarise(n = n())
labels_happy <- get_labels(happyfin$feel_happy)
pie(piedata_happy$n, labels_happy)

  More than 3/4 Fins are happy. No surprise.

3.1.2 Proportion of fins who are happy by gender

#plot it
happyfin %>% 
  ggplot(aes(x = gender, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 25),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by gender",
       fill = "How happy are you",
       y = "Number of respondents") 

##Category "Other"'s proportion looks very different from others, check if 
#the group has a representative sample size. 
happyfin %>% filter(gender == "Other") %>% nrow()
## [1] 21

  Gender does not show any effect on Fin’s perceived happiness. However, since it is an important demographic feature and might interact with other predictors. Variable “gender” will still enter preliminary model to test its effect on outcome. Due to the small sample of gender category “Other” (n = 21), analysis might be biased. I will not include it in the following descriptives and modeling.

#generate a variable with same values but different name for ease of modeling
happyfin <- happyfin %>% 
  mutate(gender_enter = gender)

3.1.3 Fin’s perceived happiness by age

3.1.3.1 by age group

# plot it 
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = age, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 25),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by age& gender",
       fill = "How happy are you",
       y = "Number of respondents") +
  facet_wrap(~gender)

  Young adults under 25 years old and senior citizens over 56 years old tend to be happier than adults between 26 and 55. Although this effect is more pronounced for males, it is also present in females, indicating age group is appropriate to enter our model after transforming into 3 categories.

3.1.3.2 by age

# convert Year of Birth to age (as of 2020)
happyfin <- happyfin %>% 
  mutate(years_old = 2002-YOB)

#plot it
happyfin %>% filter(!gender == "Other")%>% 
  ggplot(aes(x = feel_happy, y = years_old))+
  geom_dotplot(binaxis = "y", 
               stackdir = "center", 
               dotsize = 0.1,
               position = position_jitter(0.01),
               width = 0.5,
               method = "histodot")  +
  stat_summary(fun.data = "mean_cl_normal",
               geom = "errorbar", 
               width = 0.1,
               color = "red") +
  facet_wrap(~gender) +
  labs(y = "Age", 
       x = "", 
       title = "Fin's perceived happiness by age",
       caption = "Note: Error bars are 95% CIs")+
  theme(axis.text.x = element_text(angle = 15))

   Fairly happy and Not very happy respondents seem to have significantly different age for males, but not for females and not across other perceived-happiness groups. Some non-linear relationship might be present. Age groups could work better than age as number. As such, age group (variable “age”) rather than raw age will be used as predictor.

#transform age group into a variable with 3 categories that will enter model
happyfin <- happyfin %>% 
  mutate(age_enter = 
           case_when(age == "26 - 35 years" ~ "26~55 years",
                     age == "36 - 45 years" ~ "26~55 years",
                     age == "46 - 55 years" ~ "26~55 years",
                     age == "56 - 65 years" ~ "Over 55 years",
                     age == "Over 65 years" ~ "Over 55 years") %>%
           factor()) 

3.1.4 Fin’s perceived happiness and attitude of happiness

  See 2.5.2.3 , the conclusion is number of emphasized attitude of happiness and if autonomy or accomplishment is emphasized will enter the model.

#generate variables with same values but different names for ease of modeling
happyfin <- happyfin %>% 
  mutate(if_autonomy_enter = if_autonomy %>% factor(),
         if_accomplishment_enter = if_accomplishment %>% factor(),
         attitude_emph_num_enter = attitude_emph_num,
         relationship_enter = relationship ,
         productivity_enter = productivity,
         autonomy_enter = autonomy,
         accomplishment_enter = accomplishment,
         mindfulness_enter = mindfulness)

3.1.5 Fin’s perceived happiness and alcohol use

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = alco_family_state, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 25),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by alcohol-use& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

  A non-alcoholic from a non-alcoholic family is positively related to being very and fairly happy. An alcoholic from an alcoholic family has higher odds being unhappy. These effects are consistent across different gender. __Variable “alco_family_state” will enter the model.

#generate a variable with same values but different name for ease of modeling
happyfin <- happyfin %>% 
  mutate(alco_family_state_enter = alco_family_state %>% factor())

3.1.6 Fin’s perceived happiness and residence polulation

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = resi_population, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 40),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by residence-population& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

  Male living in residential area with under 4,000 inhabitants tend to have bigger odds to be unhappy, while females living in 4,000~8000 population area tend to have more odds to be unhappy. for other subcategories of population, differences are present but very small. Hence, variable “resi_population” will enter the model after being re-categorized.

#transform "resi_population" into a variable with 2 categories that will enter model
happyfin <- happyfin %>% 
  mutate(resi_population_enter = 
           case_when(resi_population == "Under 4,000 inhabitants" | resi_population == "4,000 - 8,000 inhabitants" ~ "Less than 8,000 inhabitants",
                     TRUE ~ "Over 8,000 inhabitants") %>% factor())

3.1.7 Fin’s perceived happiness and employer types

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = employer, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 40),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by employer-type& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

  People who are not in paid work tend to have bigger odds to be unhappy irrespective of gender. Other type of employers seems not to have notable effect on perceived happiness. Note that although male respondents who are working in voluntary or civi associations also show bigger oddes being unhappy, this category has relatively less representative sample size and this observation could be the result of sampling errors. As such, it is considered a meaningful effect. Hence, variable “employer” will enter the model after being re-categorized.

#transform "employer" into 2 categories that will enter model
happyfin <- happyfin %>% 
  mutate(employer_enter = 
           case_when(employer == "Not in paid work" ~ "Not in paid work",
                     TRUE ~ "Paid work") %>% as.factor())

3.1.8 Fin’s perceived happiness and working type (full/parttime work)

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = work_hour, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 40),
        axis.title.x = element_blank()) +
  labs(y = "Counts", 
       title= "Counts of perceived happiness by residential population type of work& sex") +
  facet_wrap(~gender)

  All types of work seems not to have notable effect on perceived happiness, except for half-time. Half-time male worker reported a bigger odds of being unhappy, while, interestingly, half-time female works reported a bigger odds of being happy. Considering this category is extremely under-representative (n = 29), I do not see it as a meaningful effect. As such, type of work will not enter the model for perceived happiness.

3.1.9 Fin’s perceived happiness and education

3.1.9.1 basic education

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = education_basic, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 20),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by basic-education& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

  People who had upper secondary education tend to have more odds of being happy across gender. Hence, variable “education_basic” will enter the model after being re-categorized.

#transform "education_basic" into a variable with 2 categories that will enter model
happyfin <- happyfin %>% 
  mutate(education_basic_enter = 
           case_when(education_basic == "Upper secondary education (matriculation examination)" ~ "Upper secondary education",
                     TRUE ~ "primary or lower secondary education") %>% as.factor())

3.1.9.2 vocational education

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = education_prof, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, 
                                   angle = 40,
                                   size = 6),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by vocational-education& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

  People who had no vacation education tend to have more odds of being unhappy across gender. Hence, variable “education_prof” will enter the model after being re-categorized.

#transform "education_prof" into a variable with 2 categories that will enter model
happyfin <- happyfin %>% 
  mutate(education_prof_enter = 
           case_when(education_prof == "No vocational education" ~ "No vocational education",
                     TRUE ~ "Any type of vocational education") %>% 
           as.factor())

3.1.10 Fin’s perceived happiness and occupation

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = occupation, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 40),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by occupation& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

#evaluate the sample size of each category
happyfin %>% count(occupation)
##                                                   occupation   n
## 1                                 Higher managerial employee  26
## 2                     Lower managerial/professional employee 248
## 3  Intermediate level employee (clerical, technical, admin.) 233
## 4                                                     Worker 518
## 5            Entrepreneur, self-employed, own-account worker  88
## 6                          Farmer, agricultural entrepreneur  24
## 7                                                    Student 234
## 8                                          Pensioner/retired 448
## 9                         Housewife/house husband, homemaker   8
## 10                                                Unemployed  82
## 11                                                     Other  29

  Considering half of the categories under this variable only have under-representative sample size and for those categories with large enough samples, the proportion of perceived happiness looks consistent across them. this variable will not enter the model.

3.1.11 Fin’s perceived happiness and industry

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = industry, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 40),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by industry& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

3.1.13 Fin’s perceived happiness and union participation

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = union_if, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 40),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by union-participation& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

  Fin’s percevied happiness seems to be consistent across people who join union or not, irrespective of the gender. Therefore, this variable will not enter the model.

3.1.13 Fin’s perceived happiness and political stand

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = party_vote, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, 
                                   angle = 90,
                                   size = 7),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by political-stand& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

#evaluate the sample size of each category
happyfin %>% count(party_vote)
##                                  party_vote   n
## 1  Social Democratic Party of Finland (SDP) 324
## 2                          Finns Party (PS) 326
## 3            National Coalition Party (KOK) 216
## 4            Centre Party of Finland (KESK) 159
## 5                       Green League (VIHR) 195
## 6                       Left Alliance (VAS) 159
## 7   Swedish People's Party in Finland (RKP)  36
## 8                  Christian Democrats (KD)  35
## 9                  Movement Now (Liike Nyt)  30
## 10                Some other party or group  26
## 11                           Would not vote  67
## 12                                Can't say 316
## 13                        Don't want to say  49

  Considering half of the categories under this variable only have under-representative sample size and for those categories with large enough samples, the proportion of perceived happiness looks consistent across them. this variable will not enter the model.

3.1.14 Fin’s perceived happiness and social class

happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = social_class, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 40),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by sociial-class& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

#evaluate the sample size of each category
happyfin %>% count(social_class)
##                 social_class   n
## 1              Working class 446
## 2         Lower middle class 262
## 3               Middle class 651
## 4         Upper middle class 233
## 5                Upper class   8
## 6 Do not belong to any class 338

  Fin’s perceived happiness seem to have a linear relationship with the change of social class. The only problem is this trend does not work well in Upper Class respondents. This is possibly due to the extremely small sample size of this category. Considering this, I will combine it with upper middle class. Those who chose the category “Do not belong to any class” might also have some special features influencing perceived happiness, and therefore this category will be kept.

#transform "social_class" into 2 categories that will enter model
happyfin <- happyfin %>% 
  mutate(social_class_enter = as.character(social_class)) 
happyfin <- happyfin %>% 
  mutate(across(social_class_enter, 
                ~replace(.,.=="Upper middle class"|. == "Upper class", 
                         "Upper middle or upper class"))) %>% 
  mutate(social_class_enter = as.factor(social_class_enter))
happyfin %>% count(social_class_enter)
##            social_class_enter   n
## 1  Do not belong to any class 338
## 2          Lower middle class 262
## 3                Middle class 651
## 4 Upper middle or upper class 241
## 5               Working class 446

3.1.15 Fin’s perceived happiness and household income

#plot it
happyfin %>% filter(!gender == "Other") %>% 
  ggplot(aes(x = househould_income, fill = feel_happy)) +
  geom_bar(position ="fill")+
  theme(legend.position = "bottom", 
        axis.text.x = element_text(hjust = 1, angle = 40),
        axis.title.x = element_blank()) +
  labs(title= "Number of respondents' perceived happiness by household-income& gender",
       fill = "How happy are you",
       y = "Number of respondents")  +
  facet_wrap(~gender)

  Fin’s perceived happiness seem to have a linear relationship with the increase of household income. Category “Don’t want to say” will be transformed to NA before this variable enters model.

#generate a variable with same values but different name for ease of modeling (Don't want to say →NA )
happyfin <- happyfin %>% 
  mutate(househould_income_enter = househould_income) %>% 
  mutate(across(househould_income_enter, ~replace(.,. == "Don't want to say", NA)))

3.2 Modeling Fin’s binary perceieved happiness

3.2.1 check variables that will enter model

# variables that will enter model
happyfin %>% select(ends_with("enter"))
##      gender_enter     age_enter if_autonomy_enter if_accomplishment_enter
## 1            Male   26~55 years                 1                       0
## 2            Male   26~55 years                 1                       1
## 3            Male Over 55 years                 1                       0
## 4            Male   26~55 years                 1                       1
## 5            Male   26~55 years                 1                       1
## 6            Male   26~55 years                 1                       1
## 7            Male Over 55 years                 0                       1
## 8            Male Over 55 years                 0                       0
## 9          Female Over 55 years                 0                       1
## 10         Female Over 55 years                 0                       0
## 11           Male Over 55 years                 0                       1
## 12           Male Over 55 years                 0                       0
## 13           Male Over 55 years                 0                       0
## 14         Female   26~55 years                 1                       1
## 15         Female   26~55 years                 1                       1
## 16           Male   26~55 years                 1                       1
## 17           Male Over 55 years                 0                       1
## 18           Male   26~55 years                 0                       0
## 19           Male Over 55 years                 0                       1
## 20         Female   26~55 years                 0                       0
## 21         Female   26~55 years                 0                       0
## 22           Male   26~55 years                 1                       0
## 23         Female Over 55 years                 0                       0
## 24         Female   26~55 years                 1                       0
## 25           Male Over 55 years                 1                       1
## 26         Female   26~55 years                 0                       1
## 27           Male   26~55 years                 1                       1
## 28         Female   26~55 years                 0                       1
## 29           Male   26~55 years                 1                       1
## 30           Male   26~55 years                 1                       0
## 31           Male   26~55 years                 1                       0
## 32           Male   26~55 years                 1                       0
## 33           Male   26~55 years                 0                       0
## 34           Male   26~55 years                 1                       0
## 35           Male Over 55 years                 0                       0
## 36           Male Over 55 years                 0                       1
## 37           Male   26~55 years                 0                       1
## 38           Male Over 55 years                 1                       1
## 39           Male Over 55 years                 1                       0
## 40           Male Over 55 years                 0                       0
## 41           Male Over 55 years                 1                       0
## 42           Male Over 55 years                 0                       0
## 43           Male   26~55 years                 0                       1
## 44         Female   26~55 years                 1                       0
## 45         Female   26~55 years                 0                       0
## 46         Female Over 55 years                 0                       0
## 47           Male   26~55 years                 0                       1
## 48         Female   26~55 years                 0                       0
## 49           Male Over 55 years                 1                       1
## 50         Female Over 55 years                 1                       0
## 51           Male Over 55 years                 1                       1
## 52         Female   26~55 years                 0                       1
## 53         Female   26~55 years                 1                       1
## 54           Male Over 55 years                 1                       1
## 55           Male   26~55 years                 0                       0
## 56         Female   26~55 years                 0                       0
## 57           Male Over 55 years                 1                       0
## 58         Female   26~55 years                 1                       0
## 59         Female   26~55 years                 1                       1
## 60           Male   26~55 years                 1                       1
## 61         Female   26~55 years                 0                       0
## 62         Female   26~55 years                 0                       0
## 63           Male Over 55 years                 1                       0
## 64           Male   26~55 years                 1                       1
## 65           Male Over 55 years                 0                       0
## 66           Male   26~55 years                 0                       1
## 67         Female Over 55 years                 1                       0
## 68         Female Over 55 years                 1                       0
## 69         Female   26~55 years                 0                       0
## 70         Female   26~55 years                 0                       0
## 71           Male   26~55 years                 1                       1
## 72           Male   26~55 years                 0                       1
## 73         Female   26~55 years                 1                       1
## 74           Male   26~55 years                 0                       1
## 75         Female   26~55 years                 1                       0
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## 1734       Female          <NA>                 0                       0
## 1735       Female   26~55 years                 0                       1
## 1736         Male   26~55 years                 1                       1
## 1737         Male Over 55 years                 1                       0
## 1738       Female   26~55 years                 1                       0
## 1739         Male   26~55 years                 0                       0
## 1740         Male   26~55 years                 0                       0
## 1741         Male   26~55 years                 1                       1
## 1742       Female   26~55 years                 0                       0
## 1743       Female   26~55 years                 0                       0
## 1744         Male   26~55 years                 1                       1
## 1745       Female          <NA>                 1                       1
## 1746         Male   26~55 years                 1                       0
## 1747       Female          <NA>                 1                       1
## 1748         Male   26~55 years                 1                       0
## 1749       Female          <NA>                 1                       1
## 1750       Female   26~55 years                 1                       1
## 1751         Male          <NA>                 0                       1
## 1752         Male   26~55 years                 0                       1
## 1753       Female          <NA>                 1                       1
## 1754         Male   26~55 years                 1                       0
## 1755       Female   26~55 years                 1                       0
## 1756         Male          <NA>                 0                       1
## 1757         Male          <NA>                 1                       1
## 1758         Male   26~55 years                 1                       0
## 1759       Female          <NA>                 0                       1
## 1760        Other   26~55 years                 1                       1
## 1761       Female   26~55 years                 0                       1
## 1762       Female   26~55 years                 0                       1
## 1763       Female   26~55 years                 0                       0
## 1764         Male Over 55 years                 0                       1
## 1765         Male          <NA>                 0                       1
## 1766         Male          <NA>                 0                       1
## 1767         Male   26~55 years                 1                       1
## 1768       Female   26~55 years                 0                       0
## 1769         Male   26~55 years                 1                       1
## 1770       Female   26~55 years                 0                       1
## 1771       Female   26~55 years                 0                       1
## 1772         Male          <NA>                 0                       0
## 1773       Female   26~55 years                 1                       1
## 1774       Female          <NA>                 1                       0
## 1775       Female          <NA>                 1                       1
## 1776       Female          <NA>                 1                       1
## 1777       Female   26~55 years                 1                       1
## 1778         Male   26~55 years                 1                       1
## 1779       Female   26~55 years                 0                       1
## 1780         Male          <NA>                 1                       1
## 1781         Male   26~55 years                 1                       0
## 1782       Female          <NA>                 1                       0
## 1783       Female   26~55 years                 1                       1
## 1784       Female          <NA>                 1                       1
## 1785         Male          <NA>                 0                       0
## 1786         Male   26~55 years                 1                       1
## 1787       Female   26~55 years                 0                       1
## 1788         Male          <NA>                 0                       0
## 1789       Female          <NA>                 1                       1
## 1790       Female          <NA>                 1                       1
## 1791         Male          <NA>                 0                       0
## 1792         Male          <NA>                 0                       1
## 1793         Male   26~55 years                 1                       1
## 1794       Female   26~55 years                 0                       1
## 1795       Female   26~55 years                 0                       1
## 1796       Female   26~55 years                 1                       1
## 1797       Female          <NA>                 1                       1
## 1798        Other   26~55 years                 1                       1
## 1799       Female   26~55 years                 1                       1
## 1800         Male          <NA>                 0                       1
## 1801       Female          <NA>                 1                       1
## 1802       Female   26~55 years                 0                       0
## 1803         Male   26~55 years                 0                       0
## 1804       Female Over 55 years                 1                       0
## 1805       Female          <NA>                 1                       1
## 1806        Other          <NA>                 1                       1
## 1807       Female   26~55 years                 0                       0
## 1808       Female   26~55 years                 0                       0
## 1809       Female Over 55 years                 1                       1
## 1810       Female          <NA>                 0                       1
## 1811       Female          <NA>                 0                       1
## 1812       Female   26~55 years                 1                       1
## 1813         Male   26~55 years                 1                       1
## 1814         Male   26~55 years                 1                       0
## 1815       Female Over 55 years                 0                       1
## 1816       Female   26~55 years                 1                       0
## 1817       Female   26~55 years                 1                       0
## 1818       Female          <NA>                 0                       1
## 1819       Female          <NA>                 1                       1
## 1820         Male   26~55 years                 0                       0
## 1821       Female   26~55 years                 1                       1
## 1822       Female   26~55 years                 1                       1
## 1823       Female          <NA>                 1                       1
## 1824         Male Over 55 years                 1                       0
## 1825         Male   26~55 years                 0                       0
## 1826         Male          <NA>                 1                       1
## 1827       Female   26~55 years                 1                       1
## 1828       Female   26~55 years                 0                       0
## 1829         Male   26~55 years                 1                       1
## 1830       Female          <NA>                 1                       1
## 1831         Male   26~55 years                 1                       1
## 1832         Male          <NA>                 1                       0
## 1833       Female   26~55 years                 1                       1
## 1834       Female   26~55 years                 0                       1
## 1835       Female          <NA>                 1                       1
## 1836         Male Over 55 years                 1                       1
## 1837         Male   26~55 years                 0                       0
## 1838       Female   26~55 years                 1                       1
## 1839       Female          <NA>                 1                       0
## 1840       Female          <NA>                 1                       0
## 1841       Female          <NA>                 1                       1
## 1842       Female   26~55 years                 1                       0
## 1843       Female          <NA>                 0                       0
## 1844         Male   26~55 years                 1                       1
## 1845         Male   26~55 years                 1                       0
## 1846         Male          <NA>                 1                       0
## 1847       Female          <NA>                 1                       1
## 1848       Female   26~55 years                 0                       0
## 1849         Male   26~55 years                 0                       0
## 1850       Female   26~55 years                 0                       0
## 1851       Female          <NA>                 1                       0
## 1852       Female   26~55 years                 0                       0
## 1853       Female          <NA>                 1                       0
## 1854        Other Over 55 years                 0                       1
## 1855       Female   26~55 years                 1                       1
## 1856       Female          <NA>                 0                       1
## 1857         Male          <NA>                 1                       1
## 1858         Male          <NA>                 1                       1
## 1859       Female          <NA>                 1                       0
## 1860         Male          <NA>                 0                       1
## 1861         Male   26~55 years                 1                       1
## 1862         Male   26~55 years                 1                       0
## 1863         Male   26~55 years                 0                       0
## 1864         Male   26~55 years                 1                       0
## 1865       Female          <NA>                 0                       0
## 1866       Female   26~55 years                 1                       0
## 1867       Female          <NA>                 1                       1
## 1868         Male          <NA>                 1                       0
## 1869         Male   26~55 years                 1                       0
## 1870       Female          <NA>                 0                       1
## 1871         Male          <NA>                 1                       1
## 1872       Female   26~55 years                 0                       1
## 1873       Female          <NA>                 1                       0
## 1874       Female          <NA>                 1                       1
## 1875       Female   26~55 years                 0                       0
## 1876       Female          <NA>                 1                       1
## 1877       Female          <NA>                 0                       1
## 1878       Female          <NA>                 0                       1
## 1879         Male Over 55 years                 0                       1
## 1880         Male   26~55 years                 0                       1
## 1881         Male   26~55 years                 0                       0
## 1882         Male Over 55 years                 1                       1
## 1883         Male   26~55 years                 0                       0
## 1884       Female          <NA>                 1                       1
## 1885         Male          <NA>                 0                       0
## 1886       Female   26~55 years                 0                       1
## 1887         Male   26~55 years                 0                       1
## 1888       Female          <NA>                 0                       0
## 1889       Female   26~55 years                 1                       0
## 1890         Male          <NA>                 0                       0
## 1891       Female          <NA>                 1                       1
## 1892         Male          <NA>                 1                       0
## 1893       Female   26~55 years                 0                       0
## 1894         Male          <NA>                 0                       0
## 1895       Female   26~55 years                 0                       1
## 1896       Female   26~55 years                 1                       1
## 1897       Female          <NA>                 0                       0
## 1898         Male          <NA>                 0                       1
## 1899         Male          <NA>                 1                       0
## 1900       Female   26~55 years                 1                       1
## 1901       Female   26~55 years                 0                       1
## 1902       Female          <NA>                 1                       1
## 1903       Female   26~55 years                 1                       0
## 1904         Male Over 55 years                 1                       1
## 1905       Female   26~55 years                 0                       1
## 1906       Female          <NA>                 1                       0
## 1907         Male          <NA>                 0                       0
## 1908       Female          <NA>                 1                       0
## 1909         Male   26~55 years                 0                       1
## 1910       Female          <NA>                 1                       0
## 1911       Female   26~55 years                 1                       1
## 1912         Male Over 55 years                 1                       0
## 1913         Male   26~55 years                 1                       1
## 1914         Male   26~55 years                 0                       1
## 1915         Male          <NA>                 1                       0
## 1916         Male Over 55 years                 0                       1
## 1917         Male   26~55 years                 0                       1
## 1918       Female   26~55 years                 0                       1
## 1919       Female          <NA>                 1                       1
## 1920       Female Over 55 years                 0                       1
## 1921       Female          <NA>                 1                       0
## 1922       Female   26~55 years                 0                       1
## 1923       Female   26~55 years                 0                       0
## 1924         Male   26~55 years                 0                       0
## 1925         Male   26~55 years                 0                       1
## 1926         Male   26~55 years                 1                       0
## 1927         Male   26~55 years                 1                       0
## 1928         Male          <NA>                 0                       0
## 1929       Female          <NA>                 0                       1
## 1930       Female          <NA>                 1                       0
## 1931         Male   26~55 years                 1                       0
## 1932       Female          <NA>                 0                       1
## 1933       Female Over 55 years                 0                       0
## 1934       Female          <NA>                 1                       0
## 1935         Male   26~55 years                 1                       0
## 1936       Female          <NA>                 1                       1
## 1937       Female   26~55 years                 1                       0
## 1938       Female   26~55 years                 1                       1
##      attitude_emph_num_enter relationship_enter productivity_enter
## 1                          3               0.59              -1.71
## 2                          4               1.03              -0.89
## 3                          4               0.83               0.20
## 4                          3              -0.74              -0.27
## 5                          4               0.68              -0.45
## 6                          3               0.49              -1.05
## 7                          3               0.35              -0.15
## 8                          1               0.45              -0.60
## 9                          3              -1.55               1.58
## 10                         2               1.05               0.94
## 11                         4               0.06               0.48
## 12                         3               0.22               1.22
## 13                         3               0.72               1.40
## 14                         4               0.67              -0.33
## 15                         4               0.78               1.23
## 16                         3              -0.81               1.11
## 17                         4               0.48               0.41
## 18                         1              -2.25              -0.68
## 19                         3               0.64               1.38
## 20                         1              -0.77              -0.42
## 21                         1               1.09              -0.28
## 22                         3               0.76              -0.15
## 23                         2               0.91              -0.03
## 24                         2              -0.53              -1.80
## 25                         4               0.42               1.41
## 26                         3               1.00              -0.80
## 27                         5               0.43               0.93
## 28                         3               0.11               0.24
## 29                         3              -0.70               1.17
## 30                         3               0.98              -1.20
## 31                         1              -0.15              -1.22
## 32                         2              -1.30              -0.02
## 33                         1              -0.83               0.10
## 34                         2               0.90              -0.26
## 35                         1              -1.32               0.29
## 36                         4               0.05               0.60
## 37                         2              -0.53               0.11
## 38                         4               0.71               1.09
## 39                         4               0.28               0.08
## 40                         2               0.53               0.09
## 41                         2              -0.28               0.67
## 42                         2               0.40              -0.36
## 43                         2              -1.87               0.17
## 44                         3               0.87               0.78
## 45                         2               0.83               1.58
## 46                         2               1.22               1.45
## 47                         3               0.51              -0.12
## 48                         2              -1.12               1.43
## 49                         4               0.39              -0.04
## 50                         4               0.17               1.41
## 51                         5               0.50               0.70
## 52                         2               0.54              -0.21
## 53                         4               0.46              -0.65
## 54                         3              -1.06              -1.11
## 55                         1              -0.70               1.19
## 56                         2               0.64               0.76
## 57                         3               0.44              -0.93
## 58                         2              -0.24              -0.49
## 59                         4               0.75              -0.22
## 60                         4               0.40              -0.27
## 61                        NA              -1.14              -0.15
## 62                         1               0.16              -0.11
## 63                         4               0.65               0.08
## 64                         3              -0.76              -0.43
## 65                         2              -0.03               0.46
## 66                         3              -0.07               0.12
## 67                         4               0.81               0.16
## 68                         3              -0.41               0.47
## 69                         2               1.02              -0.43
## 70                         2               0.80               1.37
## 71                         4               0.37              -0.13
## 72                         2              -0.97               0.01
## 73                         5               0.72               0.83
## 74                         1              -1.78              -1.67
## 75                         3               0.66               1.42
## 76                         3              -0.68               0.38
## 77                         2              -1.15              -0.67
## 78                         1               1.45              -1.28
## 79                         3              -0.19              -0.27
## 80                         1               0.35              -0.59
## 81                         3               0.70              -2.56
## 82                         3              -0.97               1.42
## 83                         1              -0.05              -0.31
## 84                         3               0.96              -0.32
## 85                         3               0.57              -1.26
## 86                         3               0.88              -0.20
## 87                         3               0.64              -0.16
## 88                         4               0.30               1.18
## 89                         2              -0.30              -1.24
## 90                         4               0.33               1.49
## 91                         2              -0.59               0.99
## 92                         4               0.48              -0.45
## 93                         4               0.42               1.18
## 94                         4               0.82               0.48
## 95                         1              -0.35              -0.90
## 96                         4               0.32              -0.44
## 97                         3               0.32              -0.41
## 98                         3               0.38               1.09
## 99                         1              -2.11              -0.11
## 100                        5               0.64               0.32
## 101                        3               0.70               1.50
## 102                        3              -0.22               1.52
## 103                        2              -0.61              -0.34
## 104                        2              -1.04               0.18
## 105                        2              -0.74               0.08
## 106                        3              -0.65               0.07
## 107                        2               0.54              -0.03
## 108                        3               0.58               1.67
## 109                       NA              -2.66              -1.12
## 110                        4               0.32              -0.71
## 111                        2               1.01              -0.65
## 112                        3              -1.44               1.18
## 113                        5               0.56               1.40
## 114                        4               0.76               0.24
## 115                        3              -0.73               0.05
## 116                        3               1.03              -0.56
## 117                        3               0.11               1.89
## 118                        3               0.18              -0.95
## 119                        3               0.38               0.01
## 120                        2               0.45              -0.53
## 121                        4               0.53               0.87
## 122                        2              -0.34              -0.85
## 123                        4               0.48               0.03
## 124                        4               0.24               1.02
## 125                        4               0.02               0.83
## 126                        1              -0.53              -0.65
## 127                        1               0.12              -0.12
## 128                        2              -0.99              -1.07
## 129                        3              -2.39              -0.74
## 130                       NA              -3.74              -0.86
## 131                        1              -0.12               0.62
## 132                        2               1.08               1.12
## 133                        4              -0.34               0.05
## 134                        1              -0.29              -0.15
## 135                        2              -1.51               0.11
## 136                        3              -2.34              -0.09
## 137                        1               1.17              -1.52
## 138                        1               1.19              -0.62
## 139                        2               0.10              -0.05
## 140                        2               1.22              -0.51
## 141                        1              -0.95              -1.24
## 142                        1              -0.70              -0.28
## 143                        2              -2.85               1.75
## 144                        4               0.51               0.04
## 145                        2              -0.70               0.07
## 146                        2              -1.42              -1.02
## 147                        3               0.68              -0.39
## 148                        3               0.25               0.38
## 149                        4               0.64               1.23
## 150                        2              -2.50               0.92
## 151                        4               0.96               0.36
## 152                        1              -1.76              -1.67
## 153                        1              -1.52              -1.94
## 154                        4               0.17               1.34
## 155                        3               0.62               1.45
## 156                       NA              -3.53              -1.10
## 157                        3               0.42              -0.24
## 158                        3               0.93              -0.54
## 159                        4               0.93               0.22
## 160                        2              -0.75               0.12
## 161                        2               0.60              -3.62
## 162                        3               0.56               0.74
## 163                        4               0.26               1.14
## 164                       NA              -0.62              -0.20
## 165                        4               0.66               1.08
## 166                        4               0.58               1.49
## 167                        4               0.35              -0.28
## 168                        3               0.45              -0.27
## 169                        5               0.50               0.82
## 170                        3               0.10              -1.13
## 171                        4               0.38              -0.71
## 172                        4               1.09              -1.82
## 173                        2               0.40               1.24
## 174                        3               0.81              -0.29
## 175                        4              -1.03               0.23
## 176                        2              -0.87               0.63
## 177                        4               0.60               1.39
## 178                        1               0.82              -1.09
## 179                        2               0.89               0.12
## 180                        4              -0.76               0.46
## 181                        2              -0.51              -1.47
## 182                        5               0.09               0.76
## 183                        2              -4.27               0.36
## 184                        2              -0.15               1.04
## 185                        4               0.53               1.14
## 186                        4               0.36              -0.45
## 187                        1               0.34              -2.20
## 188                        3               0.83               0.52
## 189                        3               0.84              -0.16
## 190                        4               0.64               1.19
## 191                        3              -0.05              -0.03
## 192                        1              -1.65              -0.96
## 193                        2               0.89               0.37
## 194                        2               0.32               0.98
## 195                        3               0.26               1.64
## 196                        2              -0.03               0.47
## 197                        4               0.83               0.40
## 198                        2              -0.95              -1.55
## 199                        2              -0.72               0.46
## 200                        4               0.52               1.09
## 201                        1              -1.82               1.71
## 202                        3               1.04              -1.85
## 203                        2               0.65              -1.40
## 204                        4               0.82               0.82
## 205                        2               1.05              -0.52
## 206                        4               0.61               0.85
## 207                        3               0.50              -0.26
## 208                        2               1.01              -0.17
## 209                        2               1.00              -0.17
## 210                        4               0.78               1.19
## 211                        4              -0.93               0.51
## 212                        2              -0.29               1.56
## 213                        3               0.77               1.10
## 214                        3               0.17               1.37
## 215                        2              -0.41               0.20
## 216                        4               0.60               1.29
## 217                        2               0.62              -0.77
## 218                        5               0.21               0.88
## 219                        1              -0.78              -0.72
## 220                        3               0.19               1.04
## 221                        3              -0.04               0.32
## 222                        1              -0.54              -0.15
## 223                        1              -1.32               0.33
## 224                        3               0.98               1.68
## 225                        3              -1.31              -0.83
## 226                        2               0.73              -0.44
## 227                        1              -1.17              -0.50
## 228                        5               0.52               0.94
## 229                        4              -1.97               1.27
## 230                        4               0.84              -0.48
## 231                        2              -0.71               0.20
## 232                        3               0.46               0.45
## 233                        1              -3.46              -1.75
## 234                        3              -3.76               1.08
## 235                        5               0.46               0.96
## 236                        2               1.00               0.28
## 237                        5               0.47               1.01
## 238                        2              -1.82              -0.24
## 239                       NA              -0.24              -0.59
## 240                        1               0.00              -1.47
## 241                        2               0.08               0.26
## 242                        1              -0.86              -1.12
## 243                        2               0.99               0.41
## 244                        2              -0.72               0.57
## 245                        1              -0.01              -1.01
## 246                        3               0.57              -0.17
## 247                        1              -0.44               1.69
## 248                        2               0.78               0.59
## 249                        3              -2.42               0.78
## 250                        2              -0.51              -0.15
## 251                        3               0.84              -0.43
## 252                        2              -0.84               0.22
## 253                        3               0.02               0.17
## 254                        2               0.03              -0.11
## 255                        4               0.73               0.93
## 256                        2               0.55               1.36
## 257                        4               0.40              -1.43
## 258                        3              -0.35               1.47
## 259                        3               0.88              -0.15
## 260                        3               0.90               1.13
## 261                        4               0.78              -0.46
## 262                        3               0.04               0.01
## 263                        2              -3.40               1.21
## 264                        3               0.81               0.23
## 265                        4               0.30               0.42
## 266                        3               0.39               1.06
## 267                        5               0.47               1.05
## 268                        2              -0.55               0.62
## 269                       NA              -0.56              -0.44
## 270                        1              -0.56              -1.06
## 271                        1              -0.25              -1.49
## 272                        5               0.47               0.43
## 273                        4              -0.36               1.12
## 274                        5               0.45               0.95
## 275                        5               0.47               1.01
## 276                        5               0.72               0.33
## 277                        2               0.31              -0.35
## 278                        2              -0.63               0.43
## 279                        3               0.80               0.24
## 280                        2               0.06              -0.19
## 281                        1              -0.60              -0.43
## 282                        3              -1.04               2.01
## 283                        2              -1.13              -0.81
## 284                        3              -0.91               1.16
## 285                        2               0.56              -2.84
## 286                        4               0.83               0.45
## 287                        1              -1.59              -0.02
## 288                       NA              -0.49              -0.52
## 289                        5               0.73               0.66
## 290                        1               0.06              -0.12
## 291                        2              -1.55              -0.19
## 292                        2               0.36              -0.47
## 293                        2              -0.43              -0.28
## 294                       NA              -0.35              -0.89
## 295                        1               0.73              -0.43
## 296                       NA              -0.53              -0.64
## 297                        3               0.38              -0.16
## 298                        1               1.06              -0.03
## 299                        3               0.84              -0.64
## 300                        3              -0.76              -0.31
## 301                        3              -1.94              -0.22
## 302                        4               0.90              -0.05
## 303                        4              -2.32               0.69
## 304                        2               1.09              -0.71
## 305                        1              -0.44               1.55
## 306                        2               0.05              -1.08
## 307                        3               1.00               0.34
## 308                        3              -1.19               1.14
## 309                        1              -3.14               0.14
## 310                        1              -0.28              -0.01
## 311                        5               0.69               0.89
## 312                        3              -0.61               0.01
## 313                        2              -2.39              -0.26
## 314                        1              -0.38              -1.70
## 315                        5               0.46               0.96
## 316                        3               0.70               1.31
## 317                        2              -0.70               0.09
## 318                       NA              -0.53              -1.47
## 319                        4               0.76               1.21
## 320                        1              -0.38              -1.60
## 321                        2              -0.08              -0.50
## 322                        3              -0.72              -0.51
## 323                        1              -2.58               0.62
## 324                        1               0.79              -0.12
## 325                        2               0.09              -0.21
## 326                        1              -0.12              -0.35
## 327                        5               0.52               1.16
## 328                        3               0.73              -0.09
## 329                        1               0.02              -0.85
## 330                        1               0.75              -0.58
## 331                        3               0.71              -0.23
## 332                        2               0.06              -0.42
## 333                        4              -0.15               0.49
## 334                        3               0.64               1.35
## 335                        1               0.67              -2.70
## 336                        1              -0.15              -0.06
## 337                        4               0.82               0.13
## 338                        1              -0.84              -0.98
## 339                        2               0.74              -0.12
## 340                        4               0.30              -0.16
## 341                        5               0.48               1.04
## 342                        3               0.64               0.60
## 343                        1               1.16              -0.73
## 344                        3               0.70               0.37
## 345                        1              -0.37              -1.37
## 346                        3              -1.53               2.26
## 347                        3              -1.22               0.57
## 348                        1              -0.87              -0.95
## 349                        3              -1.45               0.53
## 350                        2              -2.44              -0.14
## 351                        4               0.70              -0.06
## 352                        4               0.55               1.15
## 353                        4              -1.07               0.68
## 354                        3              -0.65               0.43
## 355                        2               0.74              -0.57
## 356                        1              -0.68              -0.65
## 357                        3              -0.02               0.20
## 358                        4               0.74               0.37
## 359                        3              -1.94               1.71
## 360                        2               0.48              -0.48
## 361                        3               1.01               0.36
## 362                        2               0.83               0.29
## 363                        5               0.44               0.94
## 364                        4               0.69               0.97
## 365                        2               0.58              -0.53
## 366                        4               0.46               0.01
## 367                        2              -2.16               0.25
## 368                        2               1.04              -1.59
## 369                        4               0.75              -0.22
## 370                        3              -0.44              -0.36
## 371                        1              -1.92              -1.61
## 372                        3              -0.47               0.44
## 373                        1               1.13              -0.63
## 374                        3              -0.83              -0.35
## 375                        4               0.48               1.27
## 376                        3               0.49               0.06
## 377                        2              -1.32              -0.32
## 378                        4               0.70               0.67
## 379                        5               0.24               0.56
## 380                        4              -0.40               1.49
## 381                        3              -2.40              -0.78
## 382                        1               0.32              -2.59
## 383                        2               1.15               0.65
## 384                        3               0.64               0.89
## 385                        5               0.54               0.62
## 386                        1               0.79              -0.80
## 387                        4               0.92              -0.05
## 388                        3               0.88              -1.07
## 389                        2              -1.05              -0.32
## 390                        3              -0.37               1.57
## 391                        1               1.07              -1.01
## 392                        1               0.24              -0.51
## 393                        2              -0.62              -0.03
## 394                        4               0.93              -1.46
## 395                        4               0.99               0.30
## 396                        4               0.64               1.27
## 397                        3               0.73               1.40
## 398                        3              -0.73              -0.03
## 399                        2               0.00               0.41
## 400                        3               0.16               0.13
## 401                        2               1.14              -1.52
## 402                        3               0.06               0.64
## 403                        4               0.32               1.29
## 404                        5               0.54               1.19
## 405                        4               0.80              -0.04
## 406                        1              -1.44              -0.46
## 407                        2              -0.02              -0.52
## 408                        4               0.24              -0.17
## 409                        4              -0.28               0.12
## 410                        2               0.52               0.96
## 411                        3               0.64              -1.47
## 412                        2              -3.32              -1.54
## 413                        2               0.38              -1.53
## 414                        3               0.82               0.43
## 415                        5               0.46               0.75
## 416                        4               0.35               0.24
## 417                        2               1.00               2.10
## 418                        4               0.40              -0.15
## 419                        2              -0.67              -0.59
## 420                        1               1.06              -0.25
## 421                        4               0.38              -0.64
## 422                        1               0.05              -1.00
## 423                        4               0.23               1.24
## 424                        4               0.69               1.38
## 425                        3               1.23               0.16
## 426                        2              -0.25              -2.50
## 427                        2              -0.34               0.01
## 428                        4               0.83               0.09
## 429                        2               0.00              -0.29
## 430                        3               0.33               0.18
## 431                        2               0.44               0.59
## 432                        2              -1.33              -0.61
## 433                        4               0.67              -0.34
## 434                        2               0.12               0.00
## 435                        2               1.45              -1.69
## 436                        4               0.81               0.33
## 437                        3               0.75              -0.70
## 438                        4               0.52               1.32
## 439                       NA              -1.28              -1.39
## 440                        2              -0.20               0.03
## 441                        2               0.33               1.13
## 442                        2              -0.79              -0.73
## 443                        5               0.52               1.21
## 444                        2              -0.89               1.03
## 445                        2              -1.25              -0.29
## 446                        5               0.53               1.36
## 447                        2              -0.28               1.19
## 448                        2              -2.68               0.14
## 449                        5               0.28               0.69
## 450                        2              -0.39              -0.51
## 451                        4               0.78               0.33
## 452                        2              -0.76               0.45
## 453                        4               0.73              -0.37
## 454                        2              -1.11               1.72
## 455                        3               0.25               1.25
## 456                        2              -0.27              -0.50
## 457                        4               0.72               0.31
## 458                        2              -2.09              -0.87
## 459                       NA              -2.33              -0.86
## 460                        3               0.26              -0.14
## 461                        4               0.65               1.06
## 462                        2               0.65              -1.07
## 463                        5               0.77               0.28
## 464                        4               0.57               1.25
## 465                        2              -0.03               0.68
## 466                        2               0.33              -2.13
## 467                        2              -1.56               0.12
## 468                        3               0.56              -0.33
## 469                        4               0.61               0.80
## 470                        2               1.03              -0.51
## 471                        3              -1.40               0.47
## 472                        2               0.02              -0.45
## 473                        4               0.25               1.47
## 474                        5               0.05               0.82
## 475                       NA              -0.70              -0.45
## 476                        5               0.14               0.67
## 477                        4               0.78               0.28
## 478                        4               0.48               0.22
## 479                        5               0.47               0.72
## 480                        1              -0.52              -0.51
## 481                        3               0.61               1.56
## 482                        3              -0.14               0.76
## 483                        3              -1.37               0.38
## 484                        4               0.53               1.12
## 485                        3               0.91               1.10
## 486                        3               0.93              -0.40
## 487                        3               0.49              -0.07
## 488                        4               0.77               0.60
## 489                       NA              -1.21              -1.12
## 490                        2              -0.49               0.29
## 491                        1              -1.54              -1.08
## 492                        3               0.43               0.25
## 493                        2               0.65               0.14
## 494                        4               0.31               1.45
## 495                        5               0.66               0.16
## 496                        5               0.43               0.93
## 497                        3               0.74               0.71
## 498                        5               0.14               0.41
## 499                        4               0.89               0.06
## 500                        4               0.40              -0.41
## 501                        4               0.73               0.06
## 502                        1              -1.50              -0.17
## 503                        3              -0.74               0.48
## 504                        2               0.92               1.18
## 505                        3               0.77              -0.27
## 506                        4               0.06               0.45
## 507                        3               0.09               0.04
## 508                        4               0.87               0.52
## 509                        4               0.75               1.24
## 510                        3              -0.42               0.21
## 511                        2               1.07               0.49
## 512                        3               0.71               0.75
## 513                        1              -0.62              -0.35
## 514                        1              -2.44               1.98
## 515                        3              -0.03               1.26
## 516                        3               0.71               1.17
## 517                       NA              -1.91              -1.51
## 518                        2              -0.01               0.79
## 519                        4               0.77              -0.70
## 520                        5               0.36               0.30
## 521                        4               0.88               0.32
## 522                        3              -0.76              -0.44
## 523                        2               0.76              -0.82
## 524                        5               0.56               0.95
## 525                        3               1.03               0.18
## 526                        4              -0.08               0.22
## 527                        4               0.66               1.22
## 528                        1              -0.08               1.59
## 529                        3              -0.90              -0.69
## 530                        4               0.92               0.03
## 531                        2               1.41              -1.71
## 532                        2              -2.07              -0.51
## 533                        1              -4.35              -1.52
## 534                        4               0.11               0.13
## 535                        3              -0.44               0.04
## 536                        2              -0.11               1.79
## 537                        1              -0.08               0.60
## 538                        3               0.80               0.91
## 539                        4               0.61               1.16
## 540                        2               0.91              -0.84
## 541                        3               0.82               0.10
## 542                        4               0.30               0.69
## 543                        4               0.28               0.11
## 544                        2               0.61               0.12
## 545                        3               0.22               1.15
## 546                        3               0.33               1.04
## 547                        2               0.67              -1.37
## 548                        3               0.91              -3.09
## 549                        4               0.73               0.88
## 550                        5               0.57               1.39
## 551                        2              -0.71              -0.27
## 552                        1              -2.46               1.49
## 553                        3              -0.78               0.81
## 554                        1              -0.46              -1.32
## 555                        2              -0.02              -0.08
## 556                        3               0.47               1.13
## 557                        4               0.15               1.53
## 558                        4               0.76               0.07
## 559                       NA              -0.31              -1.01
## 560                        3              -1.79               0.42
## 561                        2               0.65              -1.65
## 562                        3              -1.96               1.46
## 563                        3               0.06              -0.84
## 564                        2               0.27               1.72
## 565                        3               1.05              -1.92
## 566                        3               0.94              -0.46
## 567                        5               0.46               0.78
## 568                        3               0.03               0.08
## 569                        2               0.53              -2.09
## 570                        3               0.83              -0.91
## 571                        5               0.46               0.96
## 572                        2              -1.59              -0.09
## 573                       NA              -0.78              -0.92
## 574                        4               0.56               1.27
## 575                        4               0.02              -0.05
## 576                        3               0.92              -1.30
## 577                        3               0.65              -1.53
## 578                        1              -0.16              -0.12
## 579                        5               0.49               1.06
## 580                        1              -0.49              -2.12
## 581                        2               0.28              -0.95
## 582                        3               0.57               0.75
## 583                        3               1.17              -1.37
## 584                        1              -0.99              -0.13
## 585                        3               0.00               0.17
## 586                        4               0.62               1.06
## 587                        2               0.39               0.56
## 588                        3              -0.07               0.42
## 589                        3               0.80               1.96
## 590                        4               0.73               0.34
## 591                       NA              -1.94              -0.94
## 592                        3               1.02               2.16
## 593                        3              -0.10               0.27
## 594                        2               0.82              -0.04
## 595                        2               0.41               0.47
## 596                        4               0.35               0.23
## 597                        3               0.88              -1.29
## 598                        2               0.44              -3.61
## 599                        4               0.05               1.19
## 600                        4               0.63               0.49
## 601                        3              -1.09               1.08
## 602                        2              -3.95               0.77
## 603                        3              -1.26              -0.29
## 604                        3               0.22              -1.02
## 605                       NA              -0.59              -0.19
## 606                        4              -0.23               0.49
## 607                        4               0.58               1.28
## 608                        3               0.88              -0.21
## 609                        2               1.10               0.55
## 610                        4               0.53               1.32
## 611                        3               0.56               0.28
## 612                        2               1.14              -2.67
## 613                        4              -0.42               0.95
## 614                        4               0.84              -0.30
## 615                        3               0.71               1.43
## 616                        3              -0.99              -1.09
## 617                        4               0.83               0.44
## 618                        4               0.86               0.45
## 619                        3               0.57               1.24
## 620                        3               0.86               0.28
## 621                        3               0.60              -1.82
## 622                        3               0.31               1.12
## 623                        2               0.11              -0.58
## 624                        3               0.09               0.38
## 625                        4              -0.63               0.94
## 626                        2              -1.69               0.04
## 627                        3               1.24               0.18
## 628                        2               0.96              -1.31
## 629                        2              -1.37               0.20
## 630                        4               0.65               0.22
## 631                        3               0.80              -0.12
## 632                        4               1.14              -2.97
## 633                        2               0.52              -0.62
## 634                        3               0.67               0.84
## 635                        3              -0.06              -1.91
## 636                        1              -0.35              -1.32
## 637                        3              -1.04               1.33
## 638                        1              -0.48               0.31
## 639                        3              -0.14               0.14
## 640                        2              -0.68              -0.45
## 641                        4               0.95               0.74
## 642                        4              -3.76               0.75
## 643                        1              -1.07              -2.11
## 644                        2               0.09               0.80
## 645                        3              -1.00               1.51
## 646                        1               0.58              -1.56
## 647                        3              -0.95               1.60
## 648                        2               0.96              -0.43
## 649                        3               0.46              -0.18
## 650                        1              -1.02               0.00
## 651                        1              -3.08              -0.94
## 652                        3              -0.10              -0.07
## 653                        2               1.13              -0.71
## 654                        2               1.10              -1.44
## 655                        2              -0.16               0.39
## 656                        2               0.19              -0.21
## 657                        2               0.93              -0.65
## 658                        4               0.77               0.01
## 659                        4              -0.45               0.65
## 660                        2              -0.34               0.62
## 661                        2              -0.77              -0.11
## 662                        2              -1.15              -0.77
## 663                        2              -0.69              -2.40
## 664                        3               0.22              -0.79
## 665                        3               0.58               0.05
## 666                        2              -0.61              -0.92
## 667                        3               0.45              -1.20
## 668                        4               0.04              -0.69
## 669                        3               0.29              -1.18
## 670                        3               0.02               0.00
## 671                        4               0.56               1.20
## 672                        3              -0.20               0.66
## 673                        3              -0.93               0.76
## 674                        1              -0.20               0.23
## 675                        1              -0.51              -0.20
## 676                        4               0.82               0.48
## 677                        4               0.37              -0.52
## 678                        3               0.97              -0.76
## 679                        1               0.45              -1.73
## 680                        1              -1.76              -2.62
## 681                        1               0.62              -1.33
## 682                        3              -0.79               1.53
## 683                        3               0.92               0.79
## 684                        3              -0.90               1.25
## 685                        2              -2.32               0.89
## 686                        1              -1.52               0.68
## 687                        2               0.87              -0.23
## 688                        3               0.03               0.85
## 689                       NA              -0.55              -0.53
## 690                        4              -2.34               0.31
## 691                        2              -0.88               1.56
## 692                        2              -0.02               0.87
## 693                        3               0.67               1.06
## 694                        2               0.23              -1.71
## 695                        3              -1.19              -0.15
## 696                        1               0.34              -0.27
## 697                        3              -0.23              -0.03
## 698                        3              -2.08              -1.39
## 699                        3               0.86               0.00
## 700                        2               0.91              -0.38
## 701                        2              -1.46               0.71
## 702                        1              -0.83              -0.40
## 703                        3              -0.52               1.27
## 704                        4               0.00               1.22
## 705                        3               0.79              -0.55
## 706                        3              -0.69              -0.62
## 707                        3               0.89               0.24
## 708                        3               0.69               1.19
## 709                        5               0.46               0.08
## 710                        2              -0.20              -0.08
## 711                        3              -0.90              -2.02
## 712                        3               0.03               0.26
## 713                        1              -1.46               0.65
## 714                        2               1.06              -1.83
## 715                        1              -0.62              -1.31
## 716                        4               0.73              -0.50
## 717                        4               0.73               0.88
## 718                        4               0.72               1.11
## 719                        4               0.66              -0.16
## 720                        3              -2.18              -1.21
## 721                        2              -1.61              -0.05
## 722                        1               0.88              -1.74
## 723                       NA              -2.01              -0.26
## 724                        3               0.64               1.73
## 725                        5               0.11               1.24
## 726                        2              -0.75              -1.06
## 727                       NA              -0.19              -0.16
## 728                        2               0.57              -1.72
## 729                        1              -0.04               0.66
## 730                        4               0.61               0.18
## 731                        3               0.91              -0.53
## 732                        1              -1.30               0.73
## 733                        4               0.77              -0.18
## 734                        4               0.77              -0.51
## 735                        3               0.74               1.28
## 736                       NA              -0.30              -0.29
## 737                        4              -1.26               0.31
## 738                        4               0.17               1.19
## 739                        1              -0.77              -0.56
## 740                        4               0.98              -1.29
## 741                        1              -0.59              -0.39
## 742                        5               0.46               0.96
## 743                        4               0.77              -0.22
## 744                        1              -0.88               1.72
## 745                        2               0.88               1.15
## 746                        1              -0.58              -1.34
## 747                        2              -0.50              -1.47
## 748                        5               0.67               0.21
## 749                        5               0.55               0.89
## 750                        3               0.01              -0.79
## 751                        2              -0.31               1.23
## 752                        2               0.76               1.13
## 753                        3               0.40              -1.08
## 754                        2               1.14              -1.41
## 755                        2               0.03              -1.13
## 756                        2               0.98              -0.45
## 757                        2               1.13               0.06
## 758                        3              -1.35               1.41
## 759                        1               0.00              -0.72
## 760                        3              -0.83              -0.40
## 761                        3              -0.74              -0.20
## 762                        2              -0.61              -0.10
## 763                        2              -0.44               0.89
## 764                        3               0.83               0.40
## 765                        4               0.78               0.33
## 766                        3               0.74               1.39
## 767                        1              -2.28               0.18
## 768                        3               0.74               1.18
## 769                        2              -2.09              -0.36
## 770                       NA              -2.36              -1.66
## 771                        2              -0.71              -0.78
## 772                        1               0.65              -0.83
## 773                        1              -0.01              -0.15
## 774                        3              -0.53               1.67
## 775                        3              -0.56              -2.12
## 776                        2              -1.62               0.89
## 777                        3              -1.49               0.94
## 778                        1              -0.01              -0.18
## 779                        1              -3.09              -0.36
## 780                        2              -0.59              -0.93
## 781                        3               0.48              -0.71
## 782                        1              -0.99              -0.12
## 783                        4               0.76               1.21
## 784                        3              -2.29              -0.26
## 785                        3               0.51               0.00
## 786                        4              -0.67               1.12
## 787                        4               0.27               0.65
## 788                        3               0.91              -0.90
## 789                        1               0.26              -0.19
## 790                        2              -1.22              -1.10
## 791                        2               0.16               0.83
## 792                        2              -0.25              -1.63
## 793                        2               0.51               0.51
## 794                        3               0.79               0.37
## 795                        2              -1.21               0.26
## 796                        3              -0.15              -0.08
## 797                        3               0.00               0.23
## 798                        4               0.02               1.04
## 799                        5               0.57               0.58
## 800                        2              -0.68              -1.08
## 801                        4               0.75               0.94
## 802                        3               0.81               1.33
## 803                        1              -1.09              -0.83
## 804                        1               1.29              -1.00
## 805                        3               0.38               0.07
## 806                        1               0.26              -0.81
## 807                        2               0.85              -0.49
## 808                        1              -0.46              -0.60
## 809                        4               0.90              -0.52
## 810                        2              -1.12              -0.57
## 811                        4              -0.50               1.38
## 812                        1              -0.47              -1.07
## 813                        2              -0.28               1.04
## 814                        2               0.85              -0.07
## 815                       NA              -0.24              -0.08
## 816                        3              -0.86               1.21
## 817                        4               0.57               1.25
## 818                        2              -2.26              -0.49
## 819                        3              -0.71               0.42
## 820                        2              -0.74              -0.11
## 821                        5               0.50               0.93
## 822                        3              -1.39               0.38
## 823                        2              -0.97              -0.97
## 824                        4               0.71               0.42
## 825                        1              -1.77              -0.94
## 826                        2               0.45              -2.43
## 827                        2              -0.43               0.42
## 828                       NA              -0.33              -1.15
## 829                        2              -2.00               0.61
## 830                        2               0.80              -0.72
## 831                        1              -0.53              -2.14
## 832                        2               0.29              -1.23
## 833                        2               0.75              -0.09
## 834                        3              -0.29              -0.78
## 835                        4               0.17               0.37
## 836                        1              -0.70               0.22
## 837                        2               0.42               1.34
## 838                        2              -0.68              -0.02
## 839                        3               0.54               0.14
## 840                        2               0.43               1.75
## 841                        4               0.60               0.76
## 842                        3               0.26               0.28
## 843                        2              -1.29               1.38
## 844                        4               0.59               1.33
## 845                        3               0.59              -2.17
## 846                        2               0.38              -0.91
## 847                        4               0.61               1.32
## 848                        3               0.93               0.77
## 849                        2               0.14               0.44
## 850                        2              -0.14              -1.19
## 851                        4               0.69               0.96
## 852                        4               0.53               0.78
## 853                        4               0.63               1.74
## 854                       NA               0.00              -0.07
## 855                        2               1.13              -1.53
## 856                        3               0.36               0.28
## 857                        2              -1.06               1.62
## 858                        3               0.73              -0.30
## 859                        5               0.49               1.02
## 860                        1               0.62              -0.17
## 861                        1              -0.52              -0.49
## 862                        4               0.23               0.71
## 863                        3               0.46              -0.03
## 864                        3              -0.01              -0.30
## 865                        3              -0.83               0.31
## 866                        2               0.01              -1.52
## 867                        3              -2.07               0.16
## 868                        4               0.88              -0.37
## 869                        1              -0.94              -0.21
## 870                        3               0.76              -0.14
## 871                        2              -2.34               1.30
## 872                        3               0.67               0.07
## 873                        4              -0.12               0.02
## 874                        3              -0.01               1.44
## 875                        3               0.43               0.50
## 876                        4              -1.04               0.52
## 877                        3               0.98              -0.46
## 878                        2              -0.64              -0.84
## 879                        3               0.29              -0.16
## 880                        2              -0.04               0.21
## 881                        1               1.09              -0.46
## 882                        3              -1.50              -0.45
## 883                        2               0.52              -0.30
## 884                        3               0.69               1.31
## 885                        4               0.27               1.58
## 886                        3               0.89               0.36
## 887                        3              -0.07               0.81
## 888                        4               0.82               0.05
## 889                        3               0.80               1.33
## 890                        2              -2.29               0.63
## 891                        2               0.15              -2.39
## 892                        2              -0.49               1.03
## 893                        2               0.76              -1.67
## 894                        3               1.23              -1.46
## 895                        2              -2.58               1.69
## 896                        4               0.55               1.45
## 897                        1               1.90              -3.03
## 898                        2              -0.34               1.33
## 899                        3              -1.18               1.33
## 900                        4              -0.29               0.72
## 901                        4               0.01              -0.29
## 902                        2              -2.12               1.14
## 903                        2              -3.56               1.28
## 904                        3               1.19               0.96
## 905                        3              -0.74              -0.16
## 906                        3               0.88               1.08
## 907                        1               0.02              -0.09
## 908                        4               0.64              -2.04
## 909                        2               1.07               0.88
## 910                        2               0.09              -0.42
## 911                        2               0.43              -0.39
## 912                        2               0.12               0.00
## 913                        5               0.85               0.04
## 914                        2               0.61               0.00
## 915                        3              -0.73              -0.20
## 916                        3              -5.85               1.94
## 917                       NA              -0.49              -0.73
## 918                        2               0.60               1.00
## 919                        2               0.74               0.90
## 920                        2               0.02               0.29
## 921                        2              -0.07              -0.18
## 922                        3               0.96               0.34
## 923                        3               0.62               1.56
## 924                        3              -3.01              -1.48
## 925                        3               1.27              -1.25
## 926                        3              -1.69               0.03
## 927                        2              -3.01               0.50
## 928                        3              -0.74               0.13
## 929                        3               0.82               1.32
## 930                        1               0.49              -2.09
## 931                        2               1.03              -0.63
## 932                        2              -0.03              -0.08
## 933                        5               0.53               0.66
## 934                        2              -1.12               0.52
## 935                        3              -0.70              -1.10
## 936                        4               0.25               1.03
## 937                        4               0.10               1.56
## 938                        1              -0.43              -0.42
## 939                        3               0.86               0.01
## 940                        2               0.96               0.09
## 941                        2              -0.92               1.59
## 942                       NA              -1.01              -1.29
## 943                        3               0.97              -2.10
## 944                        2               0.74               1.84
## 945                        4               0.91              -0.67
## 946                        1              -0.07              -0.02
## 947                        4               0.51               1.30
## 948                        3              -0.01               1.12
## 949                        4               0.58               0.62
## 950                        1              -0.85              -0.59
## 951                        2              -0.35               0.85
## 952                        1              -2.07              -0.98
## 953                        3              -0.66               0.25
## 954                        4               0.53               0.83
## 955                        3              -0.64               0.34
## 956                        3              -0.79               1.06
## 957                        3              -0.58               0.92
## 958                        5               0.53               1.36
## 959                        2              -1.25               1.26
## 960                        2              -0.83               0.00
## 961                       NA              -0.93              -0.06
## 962                        2               1.02               0.48
## 963                        2              -0.67               1.39
## 964                        4               1.02               0.12
## 965                        2              -0.46               0.75
## 966                        4               0.12               1.29
## 967                        1              -0.37              -1.21
## 968                        4               0.71               0.82
## 969                        2              -0.69              -0.03
## 970                        3               0.11              -1.32
## 971                        2               0.74              -0.17
## 972                        4               0.74               0.22
## 973                        2               1.03              -1.20
## 974                        2              -0.84               0.30
## 975                        4               0.80              -0.31
## 976                        2              -0.29               1.37
## 977                        4              -1.13               0.69
## 978                        2               0.95               0.50
## 979                        3               0.18               0.46
## 980                        2              -1.31               1.16
## 981                        3               0.44               0.22
## 982                        2               0.03               0.56
## 983                        4               0.71              -0.31
## 984                        4               0.40               0.33
## 985                        3               0.04              -0.42
## 986                       NA              -1.27              -0.06
## 987                        2              -2.15              -1.19
## 988                        3               0.52              -0.08
## 989                        2              -1.81               1.40
## 990                        3               0.86               0.59
## 991                        3              -1.42               0.41
## 992                        4               0.29               0.20
## 993                        3              -0.65               0.68
## 994                        2               1.17              -0.78
## 995                        4               0.77               0.01
## 996                        1              -0.31              -0.80
## 997                        3               0.83              -0.44
## 998                        2              -0.94               1.23
## 999                        2               0.98              -0.17
## 1000                       1              -0.69              -0.04
## 1001                       3              -2.48               0.17
## 1002                       5               0.49               0.85
## 1003                       4               0.50              -0.82
## 1004                       1              -0.35               0.01
## 1005                       3               0.44              -1.17
## 1006                       4               0.79              -1.55
## 1007                       4              -0.75               0.01
## 1008                       3              -0.16               1.41
## 1009                       3              -1.02               1.27
## 1010                       3               1.21              -2.43
## 1011                       3              -1.22               0.94
## 1012                       4               1.10              -1.95
## 1013                       2               0.44              -1.98
## 1014                       1              -0.53              -0.32
## 1015                       2              -1.58              -0.22
## 1016                       4               0.62               1.36
## 1017                       3               1.00              -0.47
## 1018                       4               0.41               0.46
## 1019                       4               0.81              -0.37
## 1020                      NA              -1.93              -1.50
## 1021                       3               1.01              -1.76
## 1022                      NA              -0.36              -0.15
## 1023                       2              -1.72               1.95
## 1024                       4               0.82               0.92
## 1025                       3               0.11               0.09
## 1026                       2               1.09              -0.37
## 1027                       3               0.49               0.13
## 1028                       2               0.36              -1.61
## 1029                       5               0.43               0.93
## 1030                       4               0.90              -0.19
## 1031                       3               0.76              -0.43
## 1032                       3               0.96               0.48
## 1033                       1              -1.90              -0.97
## 1034                       3               0.60               0.20
## 1035                       1              -0.59              -0.26
## 1036                       1              -0.35              -0.48
## 1037                       2               0.00               1.21
## 1038                      NA              -0.30              -0.22
## 1039                       5               0.59               1.01
## 1040                       4               0.69               0.68
## 1041                       5               0.46               1.26
## 1042                       4              -0.01               0.50
## 1043                       3              -0.87              -0.78
## 1044                       3               0.24              -0.19
## 1045                       1               0.57              -0.08
## 1046                       2               0.50              -0.75
## 1047                       5               0.19               0.10
## 1048                       3               0.52              -0.30
## 1049                       2               0.44               0.37
## 1050                       2              -0.02              -0.30
## 1051                       3              -0.48               0.69
## 1052                       3               0.70              -0.23
## 1053                       2              -0.54               0.10
## 1054                       4              -0.60               0.68
## 1055                       4               1.00               0.13
## 1056                       3               0.06               0.03
## 1057                       4               0.23               0.62
## 1058                       2               0.88              -0.20
## 1059                       2               0.48              -0.13
## 1060                       3               0.44               0.68
## 1061                       5               0.48               1.04
## 1062                       2              -0.31              -0.78
## 1063                       2               0.11               0.72
## 1064                       3               0.56              -0.76
## 1065                       3               0.68               0.90
## 1066                       3              -0.76              -0.44
## 1067                       3               0.81               0.74
## 1068                       4              -1.48               0.79
## 1069                       5               0.51               0.93
## 1070                       2              -1.01               0.97
## 1071                       2               0.74              -3.25
## 1072                       2              -2.33              -0.35
## 1073                       3               0.91               0.16
## 1074                       3               0.67              -0.07
## 1075                       5               0.70               0.26
## 1076                       2              -0.07               1.04
## 1077                       4               0.23               0.68
## 1078                       1              -0.45              -0.29
## 1079                       3               0.96               0.34
## 1080                       4               0.83              -0.43
## 1081                       4               0.90              -0.82
## 1082                       4               0.32              -0.05
## 1083                       3              -0.62              -1.04
## 1084                       3               0.09              -0.33
## 1085                       2               1.23              -1.53
## 1086                       3              -1.24              -0.32
## 1087                       2              -3.49               0.62
## 1088                       5               0.75               0.50
## 1089                       3               0.71               1.39
## 1090                       3              -1.17               0.14
## 1091                       2               0.53              -0.65
## 1092                       1              -0.19              -0.29
## 1093                       2               0.38              -0.02
## 1094                       3               1.17              -2.62
## 1095                       3               0.06              -0.59
## 1096                       2              -0.72               0.45
## 1097                       1              -2.73              -2.88
## 1098                       2               0.16              -0.64
## 1099                       4               0.87              -0.34
## 1100                       4               0.66               1.35
## 1101                       4               0.62              -1.52
## 1102                       2              -0.75              -0.20
## 1103                       2              -0.83              -0.41
## 1104                       2               1.09              -0.37
## 1105                       3               0.47               0.61
## 1106                       1               0.50              -0.98
## 1107                       4              -1.43               0.99
## 1108                       2              -0.96              -0.85
## 1109                       4              -0.25               0.31
## 1110                       3              -0.49               0.40
## 1111                       2              -1.33               0.49
## 1112                       1              -0.65              -0.53
## 1113                       4               0.75               0.24
## 1114                       2               1.37              -1.98
## 1115                      NA              -1.32              -1.24
## 1116                       2               1.17              -1.03
## 1117                       3              -0.32              -0.90
## 1118                       1               1.10              -1.33
## 1119                       4               0.15               0.96
## 1120                       3              -0.30               0.20
## 1121                       2               0.47              -1.36
## 1122                       4               0.55               0.58
## 1123                       2               1.04              -1.57
## 1124                       4               0.75               1.24
## 1125                       2               0.13              -0.31
## 1126                       4               0.33              -0.21
## 1127                       2               0.30              -0.02
## 1128                       2               0.45               0.98
## 1129                      NA              -0.45              -0.40
## 1130                       2               0.90              -0.45
## 1131                       2               0.02              -0.26
## 1132                       4               0.72               1.23
## 1133                       2              -0.42               1.32
## 1134                       3               1.06              -1.59
## 1135                       3               0.48              -1.01
## 1136                       2               1.09               0.37
## 1137                       3              -1.27               0.87
## 1138                       3               0.44               0.17
## 1139                       3              -0.32               0.56
## 1140                       1              -0.23              -1.55
## 1141                       2               0.28              -1.63
## 1142                       4               0.81               0.11
## 1143                       4               0.54               1.28
## 1144                       1               1.28              -1.84
## 1145                       3               0.18               1.15
## 1146                       3              -1.80               0.66
## 1147                       1              -2.88              -0.68
## 1148                       2              -1.46               0.56
## 1149                       3               0.62              -1.38
## 1150                       2              -0.35               0.37
## 1151                       1              -1.89               2.16
## 1152                       3               1.00              -0.59
## 1153                       2               1.00              -2.54
## 1154                       1              -3.21              -3.24
## 1155                       3               0.18              -1.53
## 1156                       2              -0.77               0.19
## 1157                       3               1.01              -1.69
## 1158                       1               1.10              -0.02
## 1159                       3               0.80               1.86
## 1160                       3               0.42               0.75
## 1161                       1              -3.21              -0.40
## 1162                       2               0.21              -0.39
## 1163                       2              -1.86               0.12
## 1164                       3               1.00              -1.02
## 1165                       3              -0.21               0.73
## 1166                       1               0.54              -0.15
## 1167                       2               0.45              -1.06
## 1168                       2              -1.55               1.74
## 1169                       2               0.80              -1.87
## 1170                       1              -0.01               0.07
## 1171                       2              -0.39               0.41
## 1172                       3               0.39              -0.32
## 1173                       4               0.58               1.70
## 1174                       4               0.69              -1.00
## 1175                       2              -0.21              -2.81
## 1176                       3               1.07              -1.93
## 1177                       3               0.83               0.15
## 1178                       1               0.96              -0.01
## 1179                       2              -0.68               0.93
## 1180                       3              -0.85              -0.45
## 1181                       1              -0.90              -0.95
## 1182                       3              -0.34              -2.21
## 1183                       4              -1.46               0.07
## 1184                       2              -0.83               1.12
## 1185                       2              -0.08              -0.17
## 1186                       4               0.21               1.47
## 1187                       2              -0.67               0.53
## 1188                       1               1.28              -1.01
## 1189                       2               0.54               0.56
## 1190                       1               1.20              -1.62
## 1191                       1              -0.53              -1.07
## 1192                       2               0.18              -0.34
## 1193                       3               0.76               1.01
## 1194                       2              -0.15               0.42
## 1195                       2              -2.22               1.09
## 1196                       3               0.94              -0.14
## 1197                       1              -0.36               0.37
## 1198                       2              -0.19               0.96
## 1199                       4               0.59               0.81
## 1200                       1               0.80              -0.24
## 1201                       2               0.07              -1.31
## 1202                       2              -0.01               0.00
## 1203                       2               1.09              -0.19
## 1204                       2               0.58              -0.59
## 1205                       2               0.38               1.63
## 1206                       3               0.94              -1.12
## 1207                       3              -0.78               0.24
## 1208                       3              -0.76              -0.11
## 1209                       2               1.15              -0.33
## 1210                       3               0.47              -1.31
## 1211                       3              -0.46               1.01
## 1212                       2              -0.58              -1.38
## 1213                       2               1.44               0.20
## 1214                       3               0.85               1.13
## 1215                       4               0.61               0.91
## 1216                       2              -0.88               0.15
## 1217                       2              -0.07              -0.58
## 1218                       4               0.30               0.36
## 1219                       3              -0.22              -0.94
## 1220                       4              -1.04               0.90
## 1221                       4               0.33               0.60
## 1222                       3               1.04              -0.89
## 1223                       2              -0.21              -2.81
## 1224                       4              -1.62               0.06
## 1225                       4               0.55               0.61
## 1226                       2               1.08              -0.44
## 1227                       2               0.52              -0.52
## 1228                       5               0.79               0.09
## 1229                       3               0.06              -0.37
## 1230                       2               1.05               0.73
## 1231                       3               0.93               0.02
## 1232                       3               1.04               0.38
## 1233                       4               0.64               1.01
## 1234                       3               0.58               1.67
## 1235                       4               1.06              -0.85
## 1236                       3               0.55              -1.08
## 1237                       3               0.70              -0.80
## 1238                       2               1.14              -0.31
## 1239                       2              -0.63               0.38
## 1240                       4               0.64              -0.08
## 1241                       2              -4.14               0.29
## 1242                       1              -0.81              -1.10
## 1243                       4               0.45              -0.03
## 1244                       4               0.23               1.34
## 1245                       2              -1.92              -2.66
## 1246                       3              -0.41               1.17
## 1247                       5               0.46               0.96
## 1248                       3               0.66               1.62
## 1249                       2              -1.75              -0.11
## 1250                       1              -0.43              -1.21
## 1251                       5               0.15               1.02
## 1252                       2               1.17              -0.90
## 1253                       2              -1.68               2.05
## 1254                       3               0.67               0.55
## 1255                       2              -2.32              -0.51
## 1256                       3               1.13              -1.33
## 1257                       3               1.00              -1.28
## 1258                       4              -1.25               0.31
## 1259                      NA              -0.52              -0.11
## 1260                       2               0.54              -0.01
## 1261                       3               0.47              -0.23
## 1262                       2               0.89               0.19
## 1263                       3              -0.43               0.86
## 1264                       4              -1.94               0.75
## 1265                       3               0.56              -1.36
## 1266                       4               0.29               0.57
## 1267                       3               1.28              -0.98
## 1268                       2              -0.99               0.36
## 1269                       2               1.07              -1.78
## 1270                       3               0.18               1.04
## 1271                       3               0.16               1.73
## 1272                       2               1.19              -1.53
## 1273                       4               0.97              -0.82
## 1274                       5               0.50               0.90
## 1275                       4               0.71              -0.05
## 1276                       3               0.42               0.05
## 1277                       2               0.63              -1.35
## 1278                       3              -1.02              -1.76
## 1279                       3               0.02              -0.43
## 1280                       4               0.67               1.10
## 1281                       4              -0.20               0.70
## 1282                       3               0.66               1.16
## 1283                       5               0.43               0.93
## 1284                       1              -0.09              -0.86
## 1285                       4              -0.72               1.13
## 1286                       2               0.95              -0.68
## 1287                       5               0.51               1.13
## 1288                       3               0.50              -0.73
## 1289                       1              -2.48              -0.11
## 1290                       3               0.96              -0.28
## 1291                       2               1.25              -0.43
## 1292                       2              -0.51               1.21
## 1293                       2               0.86              -0.34
## 1294                       3               0.72               1.13
## 1295                       1              -0.06              -0.29
## 1296                       3              -0.68               0.01
## 1297                       3               0.98              -0.64
## 1298                       4               0.68               1.18
## 1299                       2               0.70               1.03
## 1300                       2               0.80               0.72
## 1301                       3              -0.13               0.59
## 1302                       3               0.79              -0.19
## 1303                       1               0.42              -0.88
## 1304                       5               0.49               0.84
## 1305                       1               1.56              -3.02
## 1306                       4               0.84               0.62
## 1307                       4               0.36               0.47
## 1308                       3              -1.46               1.08
## 1309                       4               0.46              -0.40
## 1310                       3               0.09              -0.16
## 1311                       2              -3.98               0.42
## 1312                       1              -0.36               1.67
## 1313                       4               0.79               0.71
## 1314                       3               0.72               0.87
## 1315                       5               0.75               0.04
## 1316                       4               0.78               0.18
## 1317                       4               0.80              -0.74
## 1318                       2              -2.30               0.01
## 1319                       3               0.88               0.50
## 1320                       3               0.79               0.28
## 1321                       4               0.57               1.47
## 1322                       3              -1.39               1.14
## 1323                       1              -1.18              -0.50
## 1324                       2               1.63              -0.96
## 1325                       2               1.09              -1.00
## 1326                       1              -1.02              -1.44
## 1327                       2               0.90              -0.66
## 1328                       4              -1.54               1.03
## 1329                       1              -1.06               1.71
## 1330                       3               0.52              -0.65
## 1331                       3               0.93               0.06
## 1332                       2               0.47               0.97
## 1333                       2              -1.45               1.21
## 1334                       1              -0.56              -0.66
## 1335                       1              -0.21              -1.58
## 1336                       2              -1.97              -4.23
## 1337                       5               0.43               0.97
## 1338                       5               0.64               0.32
## 1339                       2              -3.78              -0.16
## 1340                       2              -0.76              -0.11
## 1341                      NA              -0.92              -0.69
## 1342                       2               0.49              -1.00
## 1343                       2               0.71              -0.25
## 1344                       2               0.10              -0.12
## 1345                       3               1.21              -0.85
## 1346                       3               0.83               1.72
## 1347                       3               0.34               0.51
## 1348                       4              -0.98               0.83
## 1349                       1               1.09              -0.07
## 1350                       3              -0.86               0.44
## 1351                       4               0.61               1.01
## 1352                       2              -0.91               0.00
## 1353                       1              -0.58              -0.25
## 1354                       4               0.80              -0.26
## 1355                       3               0.49              -0.56
## 1356                       2              -0.80               1.01
## 1357                       4               0.52               1.09
## 1358                       1               0.70              -0.93
## 1359                      NA              -2.09              -0.73
## 1360                       1              -0.40               1.83
## 1361                       1               0.50              -0.69
## 1362                       2              -0.45               0.72
## 1363                       1              -0.18               0.77
## 1364                       3               0.71               1.03
## 1365                       3               0.57               1.48
## 1366                       3               0.76              -2.55
## 1367                       3               0.68              -1.73
## 1368                       3               1.10               0.20
## 1369                       3              -1.46              -1.38
## 1370                       3               1.12              -1.81
## 1371                      NA              -0.74              -1.00
## 1372                       2              -0.78              -0.46
## 1373                       2              -0.70              -0.94
## 1374                       3               0.77               1.08
## 1375                       4               0.73               0.58
## 1376                       1              -1.98              -1.84
## 1377                       2              -0.82              -0.08
## 1378                       1              -0.02              -0.40
## 1379                       4               0.29              -0.58
## 1380                       3               0.92              -1.48
## 1381                       2              -2.85              -4.12
## 1382                      NA              -1.66              -0.05
## 1383                       3              -2.32               0.67
## 1384                       2              -1.91               2.00
## 1385                       5               0.46               0.96
## 1386                       3               0.29               0.59
## 1387                       1              -1.75               1.13
## 1388                       2              -0.79              -0.26
## 1389                       3               0.64               1.42
## 1390                       3              -0.98               0.43
## 1391                       2              -0.82               0.06
## 1392                      NA              -0.95              -0.96
## 1393                       2              -0.35              -0.86
## 1394                       3              -0.72               0.39
## 1395                       1              -0.63              -3.23
## 1396                       3               0.02               0.09
## 1397                       1              -1.02              -0.99
## 1398                       2              -1.06               1.44
## 1399                       1              -1.05              -0.65
## 1400                       4               0.55               0.94
## 1401                       3              -0.59               0.60
## 1402                       2               0.15               0.22
## 1403                       3               0.04               0.57
## 1404                       3              -0.90              -0.48
## 1405                       1              -1.13              -0.72
## 1406                       3               0.71              -0.63
## 1407                       5               0.27               0.22
## 1408                       3              -2.47               0.91
## 1409                       3              -0.68               0.18
## 1410                       3              -0.64               0.20
## 1411                       2               0.82               0.28
## 1412                       3               0.05              -1.07
## 1413                       3               0.13               1.61
## 1414                       3              -0.30               0.16
## 1415                       3               0.98              -1.11
## 1416                       1              -1.87               0.59
## 1417                       3               1.17               1.69
## 1418                       2               1.02              -1.01
## 1419                       2              -0.19               0.24
## 1420                       3               0.39              -0.16
## 1421                       1              -1.23              -0.16
## 1422                       1               0.56              -0.01
## 1423                       3               0.74              -0.01
## 1424                       4               0.69               0.73
## 1425                       2              -1.02               0.25
## 1426                       3               1.01               0.65
## 1427                       4              -0.90               0.18
## 1428                       5               0.50               1.28
## 1429                       4               0.76               0.33
## 1430                       1              -1.79              -0.59
## 1431                       3              -1.09               0.15
## 1432                       2              -0.34               0.75
## 1433                       3               0.43               0.41
## 1434                       1              -0.24               0.69
## 1435                       3               0.37               1.43
## 1436                       2              -2.62               1.33
## 1437                       2              -1.86               0.26
## 1438                       3               0.22               1.11
## 1439                       2              -0.43               0.96
## 1440                       1              -0.24               0.07
## 1441                       1              -0.53              -0.10
## 1442                       2               0.22              -0.62
## 1443                       2              -0.22              -0.77
## 1444                       3               0.55               0.78
## 1445                       3               0.97              -1.35
## 1446                       3              -0.28               0.19
## 1447                       1              -1.97              -0.89
## 1448                       2              -0.34              -1.08
## 1449                       3              -0.84               1.12
## 1450                       2              -0.33               0.44
## 1451                       5               0.19               1.24
## 1452                       1              -0.28              -1.81
## 1453                       1              -0.43              -0.32
## 1454                       3               1.55              -4.13
## 1455                       2               0.93              -0.11
## 1456                       3              -0.87               1.08
## 1457                       3               0.63              -0.67
## 1458                       3              -0.73               0.13
## 1459                       4               0.61               1.53
## 1460                       3               0.81              -1.23
## 1461                       1              -1.21               0.63
## 1462                       2              -1.28               1.61
## 1463                       4               0.63              -0.33
## 1464                       1              -0.41              -0.04
## 1465                       4               0.62               1.17
## 1466                       4               0.85              -0.60
## 1467                       2               0.31               0.91
## 1468                       1              -1.45               0.73
## 1469                       2              -0.76              -0.40
## 1470                       4               0.81               1.25
## 1471                       2               0.14              -0.20
## 1472                       4               0.73               0.49
## 1473                       3               0.43              -0.23
## 1474                       2               0.48               0.86
## 1475                       3               0.43              -0.55
## 1476                       1               1.17              -1.93
## 1477                       3               0.38              -0.23
## 1478                       3               0.94              -0.10
## 1479                       4               0.63              -0.04
## 1480                       3              -0.90              -0.17
## 1481                       4               0.06               1.36
## 1482                       3               0.95               0.47
## 1483                       2               0.97              -0.54
## 1484                       2              -2.22              -1.69
## 1485                       1               0.45              -0.71
## 1486                       1              -1.07               1.27
## 1487                       2               0.44              -0.03
## 1488                       5               0.65               0.69
## 1489                       5               0.53               1.18
## 1490                       2               0.59              -0.62
## 1491                       5               0.67               1.37
## 1492                       3              -2.53              -0.60
## 1493                       2               0.44              -0.08
## 1494                       2              -1.71              -1.74
## 1495                       4               0.55               1.23
## 1496                       4               0.43               1.33
## 1497                       1              -0.89              -0.08
## 1498                       3               0.37              -0.04
## 1499                       4               0.77              -0.19
## 1500                       1               0.04              -0.52
## 1501                       2              -0.68              -0.98
## 1502                       2              -0.33              -0.34
## 1503                       3              -0.88               0.20
## 1504                       3               0.62               1.87
## 1505                       4               0.67               0.83
## 1506                       4               0.63               1.24
## 1507                       4               0.68              -0.38
## 1508                       2               1.19              -0.66
## 1509                       3              -1.42               0.03
## 1510                       4               0.46              -0.48
## 1511                       5               0.61               0.22
## 1512                       3               0.74               0.86
## 1513                       3               0.53              -0.86
## 1514                       4               0.64               1.16
## 1515                       1               0.41              -0.92
## 1516                       3               1.22              -1.86
## 1517                       3              -1.99               1.17
## 1518                       1              -0.99              -0.91
## 1519                       1               1.04              -0.89
## 1520                       3              -1.39               1.20
## 1521                       2               0.92              -0.18
## 1522                       4               0.76               0.09
## 1523                       4               0.67               0.97
## 1524                       4               0.59              -1.04
## 1525                       3               0.89              -0.22
## 1526                       3               0.98               0.05
## 1527                       2              -0.39               1.32
## 1528                       3               1.13               0.72
## 1529                      NA              -0.13              -0.85
## 1530                       3               0.90              -0.13
## 1531                       3               0.86               0.35
## 1532                       3               0.51              -0.74
## 1533                       3               0.25               0.03
## 1534                       3               0.29              -1.08
## 1535                       3              -0.22               1.14
## 1536                       3               0.25               1.37
## 1537                       4               0.95               0.73
## 1538                       4               0.63               1.30
## 1539                       3               0.94               0.49
## 1540                       2              -0.43               0.43
## 1541                       1               1.37              -0.33
## 1542                       2               0.71               1.55
## 1543                       2               0.64               0.40
## 1544                       3              -0.24               0.71
## 1545                       4               0.69               0.41
## 1546                       1              -0.55              -0.66
## 1547                       2              -1.23               0.86
## 1548                       3               0.56              -1.09
## 1549                       1              -1.99              -1.84
## 1550                       3              -0.75              -0.27
## 1551                       2               1.11              -0.66
## 1552                       2              -0.14              -0.02
## 1553                       2              -0.17               0.43
## 1554                       3              -0.82               0.24
## 1555                       2              -0.76               0.16
## 1556                       4               0.13               0.88
## 1557                       2              -0.67               1.80
## 1558                       3              -1.37              -1.96
## 1559                       3              -1.37               0.78
## 1560                       3               0.56              -0.68
## 1561                       3               0.73              -1.50
## 1562                       1               0.54              -2.14
## 1563                       1               1.43              -1.23
## 1564                       2              -2.77               0.85
## 1565                       4               0.93              -1.51
## 1566                       2              -0.80              -0.71
## 1567                       3              -2.10               1.05
## 1568                       1              -0.49              -0.39
## 1569                       4               0.82              -0.43
## 1570                       3               0.16              -1.51
## 1571                       1              -1.05              -2.23
## 1572                       2               0.53              -0.70
## 1573                       2              -1.00               0.13
## 1574                       3              -1.91               0.21
## 1575                       2              -0.56              -0.52
## 1576                       1              -0.50              -1.10
## 1577                       4               0.61               1.23
## 1578                       2               1.00               0.68
## 1579                       3               0.15              -1.29
## 1580                       3              -3.36               0.56
## 1581                       3               0.11               0.14
## 1582                       1              -0.09               1.36
## 1583                       2              -0.45              -1.36
## 1584                       4               0.49              -1.61
## 1585                       2               1.09              -0.89
## 1586                      NA              -4.37              -4.73
## 1587                       2              -0.34               0.10
## 1588                       2              -0.40               0.19
## 1589                       2              -1.88               0.79
## 1590                       3               1.15               0.65
## 1591                       2              -1.85               1.59
## 1592                       3               0.69               1.64
## 1593                       5               0.46               0.78
## 1594                       3               0.31               0.60
## 1595                       2               1.11              -0.19
## 1596                       2               1.12              -0.03
## 1597                       3               0.92               0.21
## 1598                       3               1.08               0.59
## 1599                       3               0.89               0.63
## 1600                       2               0.84              -1.14
## 1601                       4               0.83              -1.36
## 1602                       3               0.36              -0.36
## 1603                       1               1.14              -0.02
## 1604                      NA              -0.12              -0.13
## 1605                       4               0.53               0.77
## 1606                       2               1.00               0.98
## 1607                       2               1.16               0.04
## 1608                       3               1.10              -0.23
## 1609                       4               0.07              -1.39
## 1610                       3               0.90              -0.73
## 1611                       1              -1.44              -2.41
## 1612                       2               1.25              -0.71
## 1613                       4               0.26               0.13
## 1614                       3               0.23              -0.61
## 1615                       2               0.14              -1.31
## 1616                       3               0.95               0.60
## 1617                       4               0.60               1.01
## 1618                       3               0.98              -1.14
## 1619                       4               0.71              -0.31
## 1620                       3               0.82               1.73
## 1621                       2              -1.90              -0.55
## 1622                       5               0.65               0.03
## 1623                       5               0.46               1.04
## 1624                       3               0.21              -1.36
## 1625                       2              -3.99              -0.98
## 1626                       4               0.91              -0.58
## 1627                       1               1.24              -0.61
## 1628                       4               0.99              -1.42
## 1629                       2              -2.44               0.05
## 1630                       4               0.06               0.42
## 1631                       3               1.05              -0.58
## 1632                       3               0.41              -0.11
## 1633                       2               0.32              -2.39
## 1634                       1               1.30              -0.91
## 1635                       1               1.22              -0.80
## 1636                       2               1.04              -0.70
## 1637                       4              -0.64               1.17
## 1638                       5               0.70               0.09
## 1639                       1              -0.85               0.90
## 1640                       2               1.13               0.74
## 1641                       5               0.51               1.52
## 1642                       4               0.22               0.14
## 1643                       5               0.76               0.17
## 1644                       3              -0.28               0.46
## 1645                       2               0.17              -1.62
## 1646                       3              -0.43               0.44
## 1647                       5               0.43               0.93
## 1648                       2              -2.01              -0.73
## 1649                       4               0.48               0.31
## 1650                       1              -0.97               0.20
## 1651                       1               0.61              -0.57
## 1652                       4               0.54               1.41
## 1653                       4               0.79               0.35
## 1654                       3               1.29              -2.43
## 1655                       5               0.45               0.99
## 1656                       4               0.93              -1.64
## 1657                       1              -1.17              -1.67
## 1658                       3              -0.41               0.28
## 1659                       4               0.52               0.12
## 1660                       1              -0.14              -0.68
## 1661                       2               0.49              -1.91
## 1662                       2               0.12              -1.57
## 1663                       4               0.78               0.12
## 1664                       4               0.94              -0.57
## 1665                       3               0.86              -0.27
## 1666                       1               1.20              -0.05
## 1667                       2               1.08               0.10
## 1668                       3               1.19              -1.13
## 1669                       1              -2.16              -2.74
## 1670                       3               0.83              -0.21
## 1671                       4               0.42               0.28
## 1672                       2               1.30              -1.71
## 1673                       1              -0.58               0.02
## 1674                       2               0.16              -0.62
## 1675                       2               0.87               0.06
## 1676                       3              -0.69               0.23
## 1677                       3               0.51              -2.67
## 1678                       4               0.76               0.18
## 1679                       2              -1.33              -0.48
## 1680                       5               0.64               0.32
## 1681                      NA              -0.33              -1.03
## 1682                       2              -0.17               1.18
## 1683                       2               1.09               0.69
## 1684                       4               0.37               1.44
## 1685                       2               0.65              -0.62
## 1686                       4               0.75               0.30
## 1687                       2              -2.74              -1.54
## 1688                       2               1.07              -0.57
## 1689                       5               0.43               0.93
## 1690                       2              -0.74              -0.17
## 1691                       3               0.75              -0.20
## 1692                       3              -1.11               0.89
## 1693                       3               0.56               0.52
## 1694                       3               1.19               0.25
## 1695                       5               0.53               1.36
## 1696                       4               0.09              -1.35
## 1697                       5               0.48               0.86
## 1698                       3               0.35               1.15
## 1699                       5               0.46               0.96
## 1700                       4               0.17               0.49
## 1701                       3              -0.55               0.95
## 1702                       3              -2.42               0.13
## 1703                       2               0.97              -0.28
## 1704                       3              -0.76              -0.44
## 1705                       3               0.58               0.43
## 1706                      NA              -0.85              -1.64
## 1707                       3              -0.76              -0.44
## 1708                       5               0.52               1.35
## 1709                      NA              -0.46              -0.68
## 1710                       4               0.60               1.71
## 1711                       2              -1.21              -0.02
## 1712                       1               0.80              -1.14
## 1713                       4              -1.06               0.28
## 1714                       1              -0.61              -0.28
## 1715                       3               0.78               1.14
## 1716                       1              -1.30              -2.74
## 1717                       2              -1.41               1.89
## 1718                       3               0.41              -0.62
## 1719                       1              -0.85               0.26
## 1720                       2              -0.72              -0.41
## 1721                       3               0.44              -0.02
## 1722                       2              -1.49               0.80
## 1723                       3               0.95              -0.88
## 1724                       1               0.08              -1.75
## 1725                       1              -0.65              -0.82
## 1726                       4              -0.16               0.12
## 1727                       2              -5.26              -1.10
## 1728                       2               0.56              -0.84
## 1729                       3               0.33               0.26
## 1730                       2               1.09              -1.22
## 1731                       4               0.76              -0.11
## 1732                       2              -0.35               1.43
## 1733                       3               0.66               0.92
## 1734                       1               1.14              -1.28
## 1735                       3              -0.61               0.36
## 1736                       4              -1.43               0.60
## 1737                       3              -0.96               0.37
## 1738                       4               0.53               1.13
## 1739                       2               1.08              -0.87
## 1740                       2               0.85               0.85
## 1741                       3              -0.77              -0.45
## 1742                       1               1.40              -1.77
## 1743                       3               0.78               1.21
## 1744                       4               0.65               1.35
## 1745                       4               0.91               0.62
## 1746                       2               1.00              -0.52
## 1747                       3               1.05              -1.19
## 1748                       3               0.73              -0.30
## 1749                       4               0.86              -1.41
## 1750                       2              -0.24              -0.29
## 1751                       3              -2.01               0.79
## 1752                       2              -0.77              -0.76
## 1753                       4               0.69               0.43
## 1754                       1              -2.74              -1.25
## 1755                       1              -0.45              -0.66
## 1756                       1              -0.49              -0.27
## 1757                       4               0.81              -0.34
## 1758                       2              -0.16               2.11
## 1759                       3               0.89               0.18
## 1760                       4               1.06              -1.76
## 1761                       3               0.50               1.38
## 1762                       2               1.06              -0.71
## 1763                       2               0.60               1.53
## 1764                       3               0.44              -0.33
## 1765                       3               0.98              -0.74
## 1766                       2              -2.86              -0.64
## 1767                       3              -0.07              -0.13
## 1768                       2               0.62               0.30
## 1769                       3              -0.68              -0.86
## 1770                       3               0.22               1.11
## 1771                       3               0.14               0.02
## 1772                       1               0.67              -0.12
## 1773                       4               0.78               0.49
## 1774                       2               1.06              -1.18
## 1775                       5               0.68               0.21
## 1776                       2              -1.57              -0.18
## 1777                       5               0.44               0.97
## 1778                       2              -1.76              -0.81
## 1779                       1              -0.88              -1.63
## 1780                       3               0.02              -1.52
## 1781                       2               1.18              -0.48
## 1782                       3               0.91               0.97
## 1783                       4              -0.05               0.42
## 1784                       3               0.86              -0.61
## 1785                       1              -0.22               0.14
## 1786                       5               0.47               1.18
## 1787                       2               1.26              -1.25
## 1788                       2               0.95              -0.86
## 1789                       5               0.43               0.93
## 1790                       3               0.86               0.00
## 1791                      NA              -1.19              -1.75
## 1792                       2               1.27              -1.96
## 1793                       4               0.82               1.64
## 1794                       3               0.43              -0.62
## 1795                       3               0.95               1.39
## 1796                       3              -0.26               0.44
## 1797                       3              -0.74               0.22
## 1798                       2              -1.66              -1.60
## 1799                       4               0.97               0.31
## 1800                       3               0.67              -2.17
## 1801                       3               0.81              -0.05
## 1802                       3               0.57               0.04
## 1803                       1               1.06              -0.45
## 1804                       3               0.23               0.55
## 1805                       3              -0.66               0.10
## 1806                       3              -2.04              -2.26
## 1807                       2               0.31              -0.54
## 1808                       1               1.43              -1.49
## 1809                       4               0.78               1.08
## 1810                       2              -0.58              -3.44
## 1811                       3               1.10              -0.83
## 1812                       4               0.96               0.38
## 1813                       4               0.62               1.13
## 1814                       3               0.85              -0.07
## 1815                       2              -1.17              -0.02
## 1816                       3               0.75               0.92
## 1817                       3               0.63              -1.26
## 1818                       1              -0.45              -0.12
## 1819                       3               0.41              -0.08
## 1820                       1               0.39              -1.06
## 1821                       4               0.13               1.35
## 1822                       3               0.64              -0.65
## 1823                       4               0.91               1.29
## 1824                       2               1.01              -0.60
## 1825                       2               0.27               1.93
## 1826                       5               0.47               0.74
## 1827                       4              -0.27               0.29
## 1828                       2               0.68              -1.09
## 1829                       4               0.70              -0.39
## 1830                       3              -0.14               0.22
## 1831                       2              -1.53              -0.50
## 1832                       2               1.20              -0.32
## 1833                       4               0.71               1.37
## 1834                       4               0.13               1.49
## 1835                       5               0.24               0.10
## 1836                       3              -0.29              -0.41
## 1837                       3               0.16               1.24
## 1838                       5               0.66               1.28
## 1839                       3               0.86              -0.29
## 1840                       3              -1.26               0.20
## 1841                       2              -0.23              -0.10
## 1842                       4               0.85               0.22
## 1843                       3               0.59               1.90
## 1844                       5               0.56               0.86
## 1845                       3               0.76              -0.34
## 1846                       3               0.76               1.00
## 1847                       2              -0.87              -0.43
## 1848                       2               1.01              -0.29
## 1849                      NA              -0.07              -0.71
## 1850                       2              -0.80               1.40
## 1851                       2               1.17              -0.67
## 1852                       1               0.37              -1.46
## 1853                       1              -0.71              -0.02
## 1854                       3              -1.06               1.95
## 1855                       2              -0.16              -0.01
## 1856                       3               0.12               0.78
## 1857                       2              -1.09              -1.40
## 1858                       2              -0.93              -1.02
## 1859                       4               0.74               0.52
## 1860                       2              -2.08              -2.78
## 1861                       4               0.89               1.39
## 1862                       4               0.68               0.09
## 1863                       1               1.07              -0.77
## 1864                       2               0.55              -1.48
## 1865                       1               1.23              -0.53
## 1866                       3               0.99               0.34
## 1867                       4               0.91               0.42
## 1868                       2               1.31              -1.85
## 1869                       2              -2.96              -0.49
## 1870                       3               1.14              -1.86
## 1871                       4               0.55               0.62
## 1872                       4               0.03               0.05
## 1873                       3               1.21              -0.96
## 1874                       4               0.91               1.04
## 1875                       3               0.46               0.60
## 1876                       3              -0.40              -0.30
## 1877                       2              -2.74               0.68
## 1878                       4               0.62               1.31
## 1879                       1              -0.64              -0.11
## 1880                       4               0.71               0.61
## 1881                       1              -1.08              -0.30
## 1882                       4              -0.85               1.30
## 1883                       1               0.95              -0.61
## 1884                       3               0.09              -0.28
## 1885                      NA              -1.40              -0.16
## 1886                       3               0.03               0.24
## 1887                       3               1.02               0.03
## 1888                       2               0.68              -0.90
## 1889                       3               0.82               0.66
## 1890                       2               1.23              -3.30
## 1891                       4               0.42               0.92
## 1892                       3               0.74               1.10
## 1893                       1              -0.80              -0.05
## 1894                       1              -0.16              -0.51
## 1895                       3               1.03               0.16
## 1896                       4               0.59               0.84
## 1897                      NA              -0.48              -0.43
## 1898                       3               0.80              -0.26
## 1899                       3              -1.09               0.53
## 1900                       5               0.67               0.38
## 1901                       3               0.21               0.18
## 1902                       4               0.99               0.07
## 1903                       3               0.92              -0.23
## 1904                       4               0.64               0.00
## 1905                       2              -0.57               0.55
## 1906                       3               0.65               1.37
## 1907                       2               0.27               0.26
## 1908                       2               1.11              -1.02
## 1909                       3               0.03              -0.64
## 1910                       3               0.93               0.46
## 1911                       5               0.51               1.33
## 1912                       2               0.70              -0.54
## 1913                       4               0.48               0.40
## 1914                       3               0.90              -1.33
## 1915                       4               0.78               0.15
## 1916                       4               0.75               0.68
## 1917                       2              -2.11              -1.75
## 1918                       4               0.83               0.38
## 1919                       4              -1.41               0.40
## 1920                       2              -1.18               1.04
## 1921                       2              -1.33               0.28
## 1922                       1              -0.78              -2.32
## 1923                       2               0.48               0.27
## 1924                      NA              -0.55              -0.43
## 1925                       3               0.41               0.66
## 1926                       2               1.24              -0.45
## 1927                       3              -0.36               0.06
## 1928                       1              -0.30              -0.25
## 1929                       3               0.40              -0.68
## 1930                       3               0.80               0.90
## 1931                       2               1.04              -1.15
## 1932                       3               1.16               0.11
## 1933                       3               0.42               0.74
## 1934                       2               1.17              -2.21
## 1935                       2              -0.13               1.17
## 1936                       2              -0.91              -0.16
## 1937                       3               0.67              -0.41
## 1938                       3               0.16               0.00
##      autonomy_enter accomplishment_enter mindfulness_enter
## 1              1.23                -0.94              1.18
## 2              0.06                 0.38              0.23
## 3              0.31                -0.64              0.63
## 4              0.30                 1.40              0.45
## 5              1.29                 1.17              1.07
## 6              0.87                 0.41             -0.05
## 7             -0.13                 0.33              1.30
## 8             -0.02                -0.47             -0.27
## 9             -1.46                 0.56              1.61
## 10            -0.77                -1.24             -1.37
## 11            -0.48                 0.49              0.38
## 12            -0.86                -0.67              1.43
## 13            -1.83                -0.41              0.91
## 14             1.99                 0.02              0.46
## 15             0.17                 0.60             -1.24
## 16             0.24                 0.51             -1.00
## 17            -0.29                 0.46              0.21
## 18            -0.42                -1.29              0.05
## 19            -0.20                 1.49             -0.08
## 20            -1.20                -0.37              1.38
## 21            -0.05                -0.54             -0.09
## 22             0.68                -0.91              1.01
## 23            -1.34                -0.56              1.56
## 24             1.68                -0.89              0.40
## 25             0.56                 1.67             -2.19
## 26            -0.75                 0.62              0.20
## 27             1.45                 2.03              0.63
## 28            -1.72                 1.08             -0.22
## 29             0.03                 0.62             -1.06
## 30             0.38                -0.84              1.21
## 31             0.60                -0.33             -2.28
## 32             0.04                -0.72              0.90
## 33            -0.06                -1.28             -1.34
## 34             0.10                -0.62             -0.26
## 35            -1.39                -0.09             -2.03
## 36            -1.40                 0.62              0.63
## 37            -1.53                 1.00             -0.60
## 38             0.61                 2.48             -0.76
## 39             0.94                -0.86              0.44
## 40            -0.95                -0.10             -0.75
## 41             0.02                -0.54             -0.92
## 42            -0.72                -0.59              1.17
## 43            -1.05                 0.05             -2.05
## 44             0.19                -0.61             -0.40
## 45            -0.38                -0.30             -1.26
## 46            -2.08                -0.75             -2.41
## 47            -0.56                 0.53              0.32
## 48            -1.62                -0.35              1.42
## 49             0.21                 1.48              0.24
## 50             0.63                -1.93              0.33
## 51             1.25                 1.16              1.02
## 52            -0.09                 1.58             -0.50
## 53             0.15                 0.43              0.35
## 54             0.14                 0.33              1.32
## 55            -0.83                -0.36             -1.02
## 56            -0.74                -0.26             -0.79
## 57             0.07                -0.78              1.15
## 58             0.22                -1.66              0.45
## 59             0.11                 0.33              1.00
## 60             0.18                 1.40              0.36
## 61            -0.72                -1.41             -0.41
## 62            -0.17                -0.33             -0.59
## 63             0.66                -0.84              0.48
## 64             0.22                 1.29              0.52
## 65            -1.20                -0.52              1.54
## 66            -0.60                 0.57              1.51
## 67             0.22                -0.88              1.17
## 68             0.73                -0.90              0.43
## 69            -0.82                -0.59              1.43
## 70            -0.03                -1.60             -0.63
## 71             0.03                 0.37              1.11
## 72            -1.04                 0.94             -0.43
## 73             0.02                 0.44              0.01
## 74            -1.44                 0.14             -1.56
## 75             1.04                -0.76             -0.75
## 76             0.16                -0.57              0.04
## 77             1.48                 0.11             -0.22
## 78            -0.11                -1.25             -1.28
## 79             1.03                 0.08              1.18
## 80            -0.95                -0.19             -0.63
## 81             1.76                -0.97              0.72
## 82            -1.23                 0.47              0.71
## 83             0.85                -0.68             -0.52
## 84             0.14                -0.64              0.58
## 85             0.40                -0.76              0.96
## 86            -0.21                 1.44              0.50
## 87            -2.31                 1.04              1.04
## 88            -0.22                 0.42              0.29
## 89             2.14                -1.10              0.18
## 90             0.23                 0.51             -1.01
## 91             0.16                -1.23             -2.26
## 92             0.04                 0.40              0.99
## 93             0.87                 1.62             -2.13
## 94             1.01                 0.18              0.00
## 95            -0.54                 0.69             -0.70
## 96             0.86                 1.31              0.27
## 97             0.52                -0.68              0.73
## 98             0.05                -1.57             -0.56
## 99            -2.37                 0.43             -2.55
## 100            1.45                 1.03              0.63
## 101            0.01                -0.55             -0.50
## 102            0.01                 1.44             -0.12
## 103           -0.63                 1.60              0.54
## 104           -1.00                 0.80             -0.44
## 105           -0.24                -0.59              0.98
## 106            0.21                -1.77              0.42
## 107           -1.36                -0.56              1.27
## 108           -0.09                -0.83              0.61
## 109           -0.68                -0.25             -0.26
## 110            0.27                 0.28              0.85
## 111           -0.62                -0.64              1.39
## 112            0.09                -0.66              0.79
## 113            0.02                 0.10              1.08
## 114            1.32                -1.09              0.54
## 115            1.28                 1.49             -1.03
## 116            0.28                -0.77              0.54
## 117           -1.65                 1.03             -1.76
## 118           -0.44                 0.56              0.24
## 119           -0.45                -1.78              0.94
## 120           -0.62                -0.52              1.21
## 121            1.20                -0.88              0.35
## 122            1.21                 0.22             -0.26
## 123           -0.07                 0.63              0.15
## 124           -1.50                 0.57              1.69
## 125           -1.21                 0.54              0.44
## 126            0.41                -1.67             -0.05
## 127           -1.02                -1.04             -1.95
## 128           -0.53                 0.67              0.37
## 129            0.42                 0.48              0.12
## 130           -2.39                -0.59             -2.54
## 131           -1.08                -1.49             -0.39
## 132           -0.58                -1.16             -2.47
## 133            0.43                 0.19              0.18
## 134           -0.61                 1.88             -1.93
## 135           -0.50                -0.34              0.16
## 136            0.57                 0.38              0.31
## 137           -0.38                -0.42             -0.01
## 138           -0.03                -0.37             -1.13
## 139           -0.34                -1.57              0.74
## 140           -0.44                 0.79             -0.97
## 141            0.30                -0.60             -0.18
## 142            0.30                -0.58             -0.12
## 143           -2.20                -0.04              0.32
## 144           -1.62                 0.98              0.44
## 145            0.06                -0.43             -0.14
## 146           -0.36                 0.50              0.12
## 147            1.53                -0.88              0.45
## 148           -0.83                -1.56              1.04
## 149            0.33                -0.84              0.50
## 150           -1.35                -1.46              1.02
## 151            0.44                 0.47             -1.27
## 152            1.56                -1.84             -0.75
## 153           -0.68                 0.72             -0.29
## 154           -0.89                 0.52              1.07
## 155            1.30                -0.05             -0.54
## 156           -0.39                -0.19             -0.61
## 157           -0.03                 0.66              0.23
## 158           -0.38                 0.63              0.27
## 159            0.02                -0.55              0.01
## 160            1.23                -0.83             -0.41
## 161           -1.85                -1.32              0.92
## 162           -1.14                -0.38              0.02
## 163            0.09                 0.38             -0.12
## 164           -0.10                -1.63             -0.02
## 165           -0.18                 0.54              0.18
## 166            0.02                -0.74              0.58
## 167            1.28                 1.30              0.24
## 168            0.47                -0.88              0.38
## 169            0.02                 1.40              0.88
## 170            0.77                -0.83              1.11
## 171            1.52                 0.06              0.81
## 172            0.71                 0.35              0.78
## 173           -0.25                -0.37             -1.24
## 174            0.18                -0.68              1.00
## 175            0.53                 1.13              1.14
## 176           -2.01                -0.36              1.73
## 177            0.71                -1.13              0.79
## 178           -0.52                -0.26             -0.87
## 179           -0.55                -0.40             -0.04
## 180            0.58                 0.23              0.20
## 181            0.26                -1.81              0.55
## 182            0.40                 0.22              1.41
## 183            0.85                -0.67             -0.14
## 184           -1.35                -0.44              1.77
## 185            1.10                -0.05              0.94
## 186            0.57                 1.38              0.09
## 187           -0.25                -0.69             -0.02
## 188            1.27                -0.76             -0.55
## 189            0.46                 0.48             -0.15
## 190            0.95                 0.31             -0.36
## 191            0.63                 0.17              1.20
## 192           -0.12                -0.37              0.23
## 193           -0.04                -1.70             -0.13
## 194           -0.93                -0.61             -0.25
## 195           -0.25                -0.68              0.08
## 196           -0.40                -0.52              0.32
## 197            0.14                -0.76              0.79
## 198            2.06                -1.00              0.13
## 199           -0.41                -0.76              1.00
## 200            1.36                -0.16              0.89
## 201           -0.64                -0.02             -2.13
## 202            0.49                -1.98              1.08
## 203           -1.69                -0.31              1.69
## 204            0.65                 0.47             -1.01
## 205           -0.83                -0.79              1.34
## 206           -0.17                 0.38              1.00
## 207            1.04                 1.40             -0.44
## 208            0.36                -0.46             -1.22
## 209           -0.09                 0.63             -0.76
## 210            0.20                 1.65             -1.16
## 211            0.35                 0.53              0.27
## 212           -0.58                -0.57              0.76
## 213           -0.71                 1.78             -0.30
## 214           -0.05                -0.62              0.72
## 215           -0.28                -0.68              1.04
## 216           -0.08                 0.28              1.18
## 217           -0.05                 1.71             -0.41
## 218            0.61                 1.63              0.07
## 219            1.20                -0.86             -0.14
## 220           -0.30                -0.75              1.30
## 221            0.38                -0.67              0.11
## 222           -1.08                 0.85             -0.68
## 223           -1.88                 0.00             -0.26
## 224           -1.42                 0.10             -2.09
## 225            0.78                 0.24              0.91
## 226            0.48                -0.52             -1.14
## 227           -0.56                -0.39              0.30
## 228            1.27                 0.07              0.77
## 229            1.33                 0.12              0.73
## 230            0.21                 1.45              0.39
## 231            0.20                -0.62             -0.16
## 232           -1.70                 1.02             -0.44
## 233           -0.43                -1.74              1.39
## 234            0.30                -0.65              0.78
## 235            1.21                 1.91              1.17
## 236           -0.43                -0.36             -0.17
## 237            0.95                 2.02              1.22
## 238            0.54                 0.59             -1.19
## 239           -0.92                -0.10             -0.80
## 240            0.18                -0.34             -1.03
## 241           -1.97                -0.05             -0.30
## 242           -1.54                -0.14              0.35
## 243           -0.23                -0.53             -0.33
## 244           -0.36                 0.53             -0.19
## 245           -0.37                -0.37              0.01
## 246            0.46                 1.65             -1.45
## 247           -0.36                -1.52             -0.57
## 248           -0.48                -0.47             -0.08
## 249           -1.66                 0.75              1.82
## 250           -1.47                 0.67              2.15
## 251           -0.16                 0.38              1.50
## 252           -0.14                -0.72              1.02
## 253           -1.90                -0.45              1.86
## 254           -1.32                -0.43              1.81
## 255           -0.78                 0.55              0.57
## 256           -2.33                -0.80             -0.78
## 257            1.29                 0.06              0.97
## 258           -0.22                 0.23              1.30
## 259            1.36                -1.87              0.18
## 260           -1.03                 0.77             -0.85
## 261            0.66                 0.13              1.22
## 262           -0.17                 0.60             -0.78
## 263           -0.75                -1.51              1.16
## 264           -0.05                -0.55              0.73
## 265            0.44                -0.84              0.57
## 266           -0.91                -1.77              1.16
## 267            0.76                 2.15              1.13
## 268           -2.78                -1.06              0.15
## 269           -0.35                -0.36             -0.90
## 270            0.60                -0.59             -0.19
## 271           -0.21                 1.99             -1.47
## 272            1.36                 2.09              1.49
## 273            0.62                 1.16              1.43
## 274            1.27                 1.94              1.03
## 275            0.95                 2.02              1.22
## 276            0.35                 0.41              0.76
## 277           -1.44                -1.46              0.21
## 278           -0.45                -0.42              0.05
## 279           -0.39                -0.68              1.33
## 280           -1.07                -0.34              0.30
## 281           -0.65                -0.52              0.23
## 282            0.06                -0.88              0.40
## 283           -0.78                 0.50              1.68
## 284            0.22                -1.08              0.86
## 285           -0.79                -0.71              1.54
## 286            0.45                 1.42             -0.12
## 287           -0.58                -0.40              0.37
## 288           -1.22                -0.07             -0.59
## 289            0.01                 0.47              0.25
## 290           -0.53                -0.15             -2.14
## 291            1.60                -2.14              0.53
## 292           -0.71                -0.45              1.05
## 293           -0.77                 0.58              0.69
## 294           -1.45                -0.12             -0.53
## 295           -0.56                -0.24             -1.62
## 296            0.00                -0.42             -0.76
## 297           -0.12                 1.48              0.36
## 298           -0.98                -0.17             -0.78
## 299            0.69                -0.85              0.74
## 300            0.29                 1.40              0.55
## 301            0.13                 0.46              0.13
## 302            0.13                 0.38              0.48
## 303            1.19                 2.24              0.95
## 304            0.60                -0.76             -0.21
## 305           -4.46                -0.15             -1.89
## 306            0.33                -0.46             -1.13
## 307           -0.06                 0.65             -1.18
## 308            0.49                 0.54             -0.17
## 309           -1.51                -1.08             -0.86
## 310            0.50                -0.56             -0.46
## 311            0.05                 0.48              0.23
## 312            0.66                 1.55             -0.81
## 313            1.01                 0.45             -1.02
## 314            0.58                -0.52             -0.29
## 315            1.21                 1.91              1.17
## 316            0.29                -0.75             -0.53
## 317            0.07                -0.76             -0.06
## 318           -0.10                -1.66             -0.20
## 319            0.88                 0.47             -1.31
## 320            0.35                -0.37             -0.73
## 321           -0.06                 1.44              1.41
## 322            0.21                 0.48              0.27
## 323           -0.62                -0.02             -2.19
## 324           -0.46                -1.37             -1.27
## 325           -0.22                 0.74             -0.67
## 326           -1.65                -1.30              0.59
## 327            1.09                 0.17              0.45
## 328            0.98                -0.95              0.83
## 329           -0.92                -0.26              0.00
## 330           -1.32                -1.01             -0.69
## 331            0.70                -0.87              0.90
## 332            1.12                -0.66             -0.54
## 333            0.04                 0.33              0.47
## 334           -0.01                -0.75              1.04
## 335           -1.75                -0.83             -2.57
## 336            1.04                -0.60             -1.56
## 337            0.64                -0.94              0.93
## 338            0.30                -0.39             -0.98
## 339           -0.90                -0.40              1.34
## 340            1.03                 1.10              1.34
## 341            1.27                 1.10              0.54
## 342           -1.97                 1.20             -1.50
## 343           -0.75                -0.15             -0.68
## 344           -2.46                -1.01              0.46
## 345           -0.74                 0.85             -0.68
## 346            0.87                -2.27              0.26
## 347            0.19                -0.90              1.13
## 348            0.31                -1.45             -1.37
## 349            0.93                -0.92              0.64
## 350            0.25                -0.66              1.01
## 351            1.22                 1.03              0.93
## 352            1.43                -1.19              0.75
## 353            1.04                 1.27              0.89
## 354            1.61                -0.17              0.83
## 355           -0.37                -0.67              0.38
## 356           -0.16                -0.43              0.02
## 357           -0.65                 0.55              1.35
## 358            1.02                 1.29             -0.21
## 359            1.02                -1.87              0.44
## 360            0.24                -0.61             -0.08
## 361           -0.18                 0.59             -0.91
## 362           -0.26                -0.38             -1.00
## 363            1.39                 2.00              0.76
## 364            0.73                 0.28             -0.30
## 365           -1.12                -0.31              0.24
## 366           -1.19                 0.60              0.74
## 367           -0.68                 0.84             -0.63
## 368           -2.19                 0.12             -0.85
## 369            0.11                 0.33              1.00
## 370            1.00                 0.12              0.77
## 371            1.52                -0.63             -1.26
## 372           -1.49                 0.69              0.91
## 373           -0.57                -1.29             -0.98
## 374            1.11                 0.18              1.16
## 375            1.13                -0.04              0.48
## 376           -1.05                -0.41              0.46
## 377            2.02                -2.19              0.23
## 378            1.35                -0.96              0.15
## 379            0.54                 0.22              0.63
## 380            0.73                 0.11              0.59
## 381            0.55                 0.03              1.50
## 382           -1.02                -1.10             -1.00
## 383           -0.37                -0.18             -2.32
## 384            0.48                -1.65             -0.70
## 385            0.33                 0.25              1.29
## 386           -0.80                -1.14             -1.17
## 387            0.35                 0.45              0.15
## 388            1.51                -0.08              0.92
## 389            0.92                -1.94              0.14
## 390            1.66                -2.20              0.02
## 391           -0.40                -1.43             -0.23
## 392           -0.45                -0.12             -1.93
## 393           -0.63                 0.67              0.22
## 394            0.52                 0.14              1.36
## 395            0.13                 0.51             -1.09
## 396            0.78                -2.07              0.52
## 397           -0.37                -0.47              0.07
## 398            0.81                 1.19              0.50
## 399           -1.35                -0.55              1.22
## 400           -1.52                 0.99             -0.39
## 401           -0.80                -0.36              0.33
## 402           -0.62                -0.55              0.42
## 403           -1.49                 0.93              0.46
## 404            0.84                 0.06              0.99
## 405            0.29                 0.45              0.87
## 406           -0.63                 0.72             -0.42
## 407           -0.23                 0.50              0.49
## 408            0.70                 0.16              1.02
## 409            0.11                 0.32              1.28
## 410           -0.54                -0.12             -2.10
## 411           -0.18                 0.52              0.33
## 412            1.02                 0.65             -2.99
## 413            2.70                -1.15             -1.16
## 414           -0.28                -0.70              1.03
## 415            0.71                 1.05              1.22
## 416            0.95                -2.21              0.46
## 417           -3.40                -0.78             -0.67
## 418            0.27                 0.37              0.03
## 419           -0.06                 0.50              0.63
## 420           -0.79                -0.21             -0.82
## 421            0.20                 0.22              1.51
## 422           -0.02                -0.37             -1.13
## 423           -0.19                 1.42              0.42
## 424            0.43                 0.23             -0.24
## 425           -0.78                 1.15             -2.97
## 426            0.21                 0.78             -0.52
## 427            1.61                -1.00             -0.50
## 428            0.73                 0.42             -0.27
## 429           -0.32                 0.62              0.10
## 430           -0.03                -1.89              0.96
## 431           -0.46                -0.53             -0.19
## 432            1.07                 0.60             -1.13
## 433            0.33                 0.35              0.79
## 434           -0.30                 0.64             -0.56
## 435           -1.57                 0.07             -1.58
## 436            0.35                 0.27             -0.14
## 437           -0.08                 0.26              1.50
## 438            1.05                -0.11              0.83
## 439           -0.62                -0.24             -0.81
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## 441           -0.08                -0.59             -0.21
## 442           -0.05                 0.23              1.54
## 443            0.49                 0.15              1.09
## 444           -0.04                 0.56             -0.05
## 445           -0.25                 0.40              1.41
## 446            0.85                 0.03              0.74
## 447           -0.21                -0.74              1.10
## 448           -0.16                -1.58              0.45
## 449            0.54                 0.22              0.26
## 450            2.42                 0.32             -1.80
## 451           -0.16                 0.20              1.26
## 452           -1.23                 0.95             -0.45
## 453            0.65                 1.16              0.98
## 454            0.19                -1.53             -0.84
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## 456            1.66                -1.04              0.67
## 457            1.46                -0.84              0.37
## 458            0.24                 0.68             -0.96
## 459           -0.78                -0.05             -0.71
## 460            0.32                 1.50             -1.00
## 461            0.11                 0.30             -0.09
## 462           -0.51                -0.40              0.36
## 463            0.10                 0.10              1.21
## 464            0.92                -0.98              0.85
## 465           -1.45                -0.44              1.34
## 466           -1.05                -1.23              0.35
## 467           -0.20                -0.77              1.34
## 468            0.19                 0.85             -2.28
## 469            1.58                -2.08              0.23
## 470           -0.21                -0.79              1.28
## 471            0.08                -0.84              1.26
## 472           -2.13                 0.21             -1.21
## 473           -0.34                 1.36              0.08
## 474            1.11                 1.08              1.32
## 475           -1.84                -0.94             -0.82
## 476            0.04                 2.47              0.43
## 477           -0.81                 0.37              1.50
## 478           -0.18                 0.54              0.18
## 479            0.78                 2.46              0.99
## 480            0.54                -0.64             -0.26
## 481           -0.42                -0.72              1.04
## 482            1.26                 1.29             -0.35
## 483           -0.54                 0.76              0.22
## 484            1.68                -1.08              0.21
## 485           -0.62                 0.71             -1.09
## 486            1.17                -0.86              0.33
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## 488            0.13                -0.80              1.05
## 489           -0.93                -0.20             -0.49
## 490           -0.96                -0.59              1.18
## 491           -0.78                 0.93             -0.33
## 492           -0.29                -1.69              0.86
## 493           -1.96                -0.02             -0.05
## 494           -0.72                 0.60              0.14
## 495            1.38                 1.04              1.01
## 496            1.45                 2.03              0.63
## 497           -0.80                -0.63              1.30
## 498            0.81                 2.06              1.31
## 499            0.15                -0.71              0.60
## 500            0.55                 1.34              0.31
## 501            0.40                 0.46             -1.05
## 502           -1.22                 1.84             -0.09
## 503            0.37                -0.83              0.91
## 504           -0.24                -0.11             -2.21
## 505           -0.08                 1.41              1.72
## 506           -1.49                 0.85              0.51
## 507           -0.77                -0.44              0.61
## 508            0.46                 0.36             -0.13
## 509            0.47                 0.53             -1.07
## 510            1.38                -1.01              0.70
## 511           -0.03                -1.48             -1.19
## 512           -0.13                -1.58              0.65
## 513           -0.85                -1.36              0.48
## 514           -0.89                -0.25             -0.18
## 515           -3.01                 0.06              0.68
## 516            0.15                -0.55             -0.51
## 517           -1.42                -0.08             -0.72
## 518           -1.57                -1.43              1.33
## 519            0.14                 0.34              1.18
## 520            0.12                 0.41              0.05
## 521            0.01                 0.48             -0.23
## 522            0.28                 1.32              0.39
## 523           -1.25                -1.44              0.17
## 524            0.41                 1.16              1.33
## 525            0.32                -0.44             -1.26
## 526            1.63                 0.15              0.40
## 527           -0.27                 1.49              0.30
## 528           -1.25                -1.04             -3.56
## 529            0.46                 1.24              1.40
## 530           -0.32                 0.62              0.44
## 531           -0.95                -0.23              0.12
## 532           -0.92                 0.79              0.50
## 533           -0.48                 0.23             -2.62
## 534            1.38                -2.09              0.44
## 535            1.36                -0.01              0.85
## 536           -1.18                -0.33              0.03
## 537           -0.08                -0.60             -0.33
## 538            0.81                -0.79             -0.66
## 539            0.92                 0.32             -0.44
## 540           -0.19                -0.64              0.87
## 541           -0.89                -0.55              1.00
## 542           -1.12                 0.70              0.69
## 543            1.73                -1.10              0.36
## 544           -0.40                -0.30             -0.70
## 545            0.87                -0.47             -2.77
## 546           -0.70                -0.36              0.19
## 547            0.64                -0.57             -0.07
## 548            0.13                -0.41              0.04
## 549            0.82                 0.44             -1.32
## 550            0.30                 0.20              0.62
## 551           -0.32                 1.55              0.57
## 552           -0.13                -0.45             -0.21
## 553            0.49                 0.44             -1.21
## 554            0.21                -0.35             -1.10
## 555           -0.36                 1.48              0.66
## 556            0.20                -0.52             -1.26
## 557            0.55                -0.84              0.69
## 558            0.43                -0.84              0.82
## 559           -0.47                -0.31             -0.59
## 560           -0.16                 1.48              1.04
## 561           -0.70                -1.64              0.78
## 562            1.61                -1.08              0.44
## 563            0.21                -0.81              0.84
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## 565            0.09                -0.70              0.87
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## 567            1.26                 1.97              1.28
## 568           -0.28                -0.39              0.02
## 569           -1.48                -1.55              1.69
## 570            1.62                -0.99              0.25
## 571            1.21                 1.91              1.17
## 572           -1.21                 0.81              0.49
## 573           -0.37                -0.27             -0.83
## 574            0.91                -0.76              0.35
## 575            0.13                 0.38              0.28
## 576            1.57                -1.17              0.86
## 577           -0.38                 0.59              0.39
## 578           -0.85                 2.00             -0.24
## 579            1.15                 1.04              0.81
## 580           -1.82                 0.19             -1.30
## 581           -1.37                -0.53              1.83
## 582           -1.20                -0.41              0.16
## 583           -0.94                 0.68              0.89
## 584           -0.67                 0.99             -0.66
## 585           -0.34                 0.39              0.41
## 586           -0.40                 0.24              1.30
## 587           -0.19                -1.58             -0.15
## 588            0.82                -0.86              0.66
## 589           -1.75                -1.33              0.15
## 590            0.63                -1.09              0.89
## 591           -0.51                -1.30             -0.93
## 592            0.13                -1.28             -3.89
## 593           -0.23                 1.35              1.51
## 594           -0.41                -1.62              0.38
## 595           -0.20                -0.48             -0.01
## 596            1.31                 1.32             -0.18
## 597            1.76                -0.16              1.12
## 598           -0.74                -0.27              0.53
## 599            0.71                -0.90              0.51
## 600           -1.14                 1.59              1.73
## 601            0.86                -0.87              0.75
## 602           -0.92                -1.65              1.04
## 603            0.05                 0.29              1.27
## 604            0.89                -1.86              0.31
## 605           -0.07                -0.30             -1.19
## 606            0.40                 0.37              1.05
## 607            1.24                -1.90              0.16
## 608            0.22                -0.81              1.15
## 609           -0.94                -1.21             -1.21
## 610            1.50                -1.19              0.37
## 611            0.30                -0.45             -1.23
## 612           -2.06                 0.17             -0.38
## 613            0.69                 1.16              0.91
## 614            0.10                 1.36              0.41
## 615            0.62                -0.75             -0.65
## 616            0.86                 0.08              1.17
## 617            0.11                -1.81              0.70
## 618            0.21                 0.32             -0.39
## 619           -0.73                -0.65              1.19
## 620            0.93                -0.73             -0.29
## 621            1.98                -1.05              0.61
## 622            0.57                -0.75             -0.14
## 623           -2.13                 0.18             -1.42
## 624           -0.17                 0.61             -0.74
## 625            0.04                 0.29              1.07
## 626           -0.02                -0.52              1.11
## 627           -0.67                 0.80             -2.02
## 628           -0.04                -1.79              1.31
## 629            0.39                -0.39             -1.39
## 630            0.99                -2.01              0.15
## 631            0.25                -0.68              0.62
## 632            0.22                 0.32              0.61
## 633           -1.52                 1.00             -0.25
## 634           -0.08                -0.59              0.65
## 635            0.46                 0.31              0.01
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## 637           -0.60                 0.51              1.53
## 638           -1.30                -0.06             -0.81
## 639            0.78                 0.46             -2.19
## 640            0.87                 1.70             -0.89
## 641            0.04                 0.59             -1.21
## 642            1.57                 0.06              0.27
## 643            0.77                -0.67             -0.38
## 644           -0.31                -0.41             -0.95
## 645            0.88                 0.19             -0.25
## 646           -0.72                -1.27             -2.24
## 647           -0.20                 0.37              0.14
## 648            0.00                 1.78             -0.78
## 649           -0.75                 0.39              1.53
## 650            1.66                -0.82             -0.74
## 651           -1.31                 0.07             -1.57
## 652            0.20                 0.22              1.23
## 653            1.00                -1.70             -0.59
## 654            0.49                -0.71             -0.32
## 655           -1.64                -0.46              0.13
## 656           -1.79                -0.13              0.49
## 657            1.69                -0.68             -1.65
## 658            0.19                -0.74              0.61
## 659            0.10                 1.50              0.39
## 660           -0.07                 0.46             -0.37
## 661            1.15                 0.23             -0.03
## 662            0.12                -0.50              0.11
## 663            0.78                 0.64             -1.04
## 664            0.44                 1.79             -1.64
## 665           -0.03                -0.64              0.13
## 666            0.23                -0.85              1.18
## 667            1.55                -1.19              0.89
## 668            0.54                 0.37              0.07
## 669            1.92                 0.23             -1.53
## 670            2.03                -1.14              0.30
## 671            1.18                -1.08              0.80
## 672           -0.46                 0.63              0.36
## 673            0.46                 0.26             -0.21
## 674           -0.46                -1.58             -0.64
## 675            0.65                -0.72             -0.44
## 676            1.01                 0.18              0.00
## 677            0.24                 1.38              0.11
## 678            1.59                 0.30             -0.54
## 679           -0.70                -0.41             -0.22
## 680           -0.85                -1.38              0.11
## 681           -0.79                -0.33             -0.72
## 682            0.53                 1.71             -2.22
## 683           -1.35                -1.32              0.19
## 684            0.81                 2.49             -0.86
## 685            0.46                -0.45             -1.18
## 686           -0.16                -0.48             -0.39
## 687            1.46                -0.83             -0.63
## 688           -0.59                -1.66              0.62
## 689           -1.07                -0.12             -0.63
## 690            0.21                 0.36              0.15
## 691           -1.25                -1.44              0.62
## 692           -2.70                -0.18              2.08
## 693            1.14                -0.64             -0.53
## 694           -0.94                -0.44              1.35
## 695            0.35                 0.35              0.44
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## 697            0.71                 0.31              0.24
## 698            0.23                 0.48              0.41
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## 706            0.61                 0.38              0.93
## 707            0.52                -0.72             -0.09
## 708           -1.01                -0.46              0.81
## 709            0.36                 1.38              0.17
## 710            0.45                -0.72              0.22
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## 712           -0.40                -0.48              0.05
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## 715           -0.42                -0.59              1.07
## 716            0.22                 1.26              1.47
## 717           -0.30                 0.52              0.19
## 718           -1.63                 0.89              0.41
## 719            0.90                 2.40              1.46
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## 721           -0.16                 1.52              0.70
## 722           -1.37                -0.14             -0.55
## 723           -0.45                -0.27             -1.00
## 724            1.19                -0.98             -1.01
## 725            0.78                 0.15              0.89
## 726            1.83                -0.10              0.38
## 727           -0.34                -0.48             -0.24
## 728            0.89                -0.63             -0.12
## 729           -1.03                -1.10             -1.15
## 730            1.07                 0.24             -0.34
## 731            1.82                -1.23              0.45
## 732           -0.70                -1.26             -0.12
## 733            0.12                 0.33              0.90
## 734            0.03                 0.25              1.21
## 735           -1.12                -1.58              1.08
## 736           -0.89                -1.40             -1.41
## 737            0.02                 0.58              0.16
## 738            0.53                -0.78              1.17
## 739            1.02                -0.64             -0.05
## 740            0.56                 1.15              1.58
## 741           -0.85                -0.39              0.14
## 742            1.21                 1.91              1.17
## 743            0.31                 0.19              0.98
## 744            0.00                -0.59             -0.56
## 745           -0.35                -0.41             -1.00
## 746            0.54                -0.62             -0.30
## 747            1.13                -0.87              0.52
## 748            1.06                 1.11              1.19
## 749            1.12                 0.03              0.46
## 750           -2.08                 0.67              2.13
## 751           -1.29                 1.10             -3.01
## 752           -0.28                -0.57             -0.06
## 753            1.62                -1.07              0.44
## 754           -2.94                -0.99              0.96
## 755           -0.38                -0.46              0.32
## 756           -0.41                 0.70             -0.71
## 757           -1.59                -0.02             -0.87
## 758           -0.90                 0.59              0.44
## 759           -0.50                -0.50              1.32
## 760            0.65                 0.19              0.87
## 761            0.31                 0.23              0.14
## 762            0.78                 0.46             -1.15
## 763           -1.21                -0.50              1.03
## 764           -0.75                -0.60              1.19
## 765           -0.16                 0.20              1.26
## 766            0.14                -1.52             -0.53
## 767           -0.83                -0.31             -0.02
## 768           -0.32                -1.69              0.52
## 769            1.74                 0.29             -1.21
## 770           -1.00                -0.17             -0.32
## 771            0.02                -1.69              0.55
## 772           -0.32                -1.43             -0.15
## 773           -0.33                 0.97             -1.96
## 774            0.46                 0.42             -0.56
## 775            1.44                 1.18              1.35
## 776           -1.11                -1.43              0.97
## 777            0.00                 0.29              0.86
## 778           -0.89                 0.06             -2.01
## 779            1.76                -1.87             -0.53
## 780            0.51                -0.75              0.72
## 781           -0.77                 0.61              0.17
## 782           -0.89                 1.82             -0.03
## 783            0.88                 0.47             -1.31
## 784            0.10                 0.45              0.42
## 785           -1.43                 0.84              0.52
## 786            0.13                 0.37              0.42
## 787           -0.13                 1.59              0.29
## 788            2.04                -1.06              0.39
## 789           -1.87                -0.78             -1.92
## 790            1.57                 0.47             -1.47
## 791           -0.41                -0.49             -1.18
## 792           -0.47                 1.53              1.06
## 793           -0.41                -0.44             -0.02
## 794           -0.01                -1.75              1.00
## 795            0.96                -0.89             -0.43
## 796            0.68                 0.24              0.99
## 797            1.15                 0.51             -1.54
## 798            1.31                -0.03              0.36
## 799            0.81                 1.34              0.11
## 800            0.67                -0.75              0.75
## 801            0.15                -0.86              0.57
## 802            0.64                -0.49             -1.27
## 803           -1.17                -0.25              0.20
## 804           -0.61                -0.33             -0.87
## 805           -0.86                -0.51              1.04
## 806           -0.42                -0.48             -0.06
## 807           -0.21                 0.59             -0.04
## 808            1.40                -0.66             -1.44
## 809            0.32                 0.32              0.16
## 810            0.11                -0.57              0.08
## 811            0.07                 0.38              0.16
## 812            0.02                -0.54             -0.37
## 813           -1.40                -0.48              1.52
## 814           -0.68                -0.45              0.92
## 815           -0.44                -0.42             -0.33
## 816            1.42                -2.05              0.26
## 817            0.92                -0.98              0.85
## 818           -0.83                 0.67              0.48
## 819            0.04                -0.85              1.56
## 820           -0.37                 0.40              0.43
## 821            0.94                 1.21              0.96
## 822           -0.75                 0.47              1.65
## 823           -0.45                 0.53              0.68
## 824           -1.57                 0.79              1.58
## 825            0.82                -0.65             -0.38
## 826           -0.09                 0.71             -0.76
## 827           -0.63                -1.67              0.92
## 828           -0.36                -0.34             -1.03
## 829           -1.01                -1.29              0.19
## 830           -1.24                 1.00             -0.61
## 831           -0.71                -1.36              0.11
## 832            1.35                -0.78             -0.37
## 833           -0.31                 0.69             -1.11
## 834            0.06                 0.44              0.97
## 835            0.90                -0.76              0.79
## 836           -1.29                 0.00             -1.85
## 837           -1.19                -1.44             -0.19
## 838           -0.35                 0.43              0.45
## 839            0.94                -0.70             -1.33
## 840           -1.55                -1.30             -0.27
## 841            1.27                -1.16              0.92
## 842           -2.05                 0.10             -0.62
## 843           -0.61                -0.44              0.11
## 844            0.98                -1.79              0.21
## 845            2.02                -1.08              0.65
## 846           -2.16                -1.11              0.42
## 847            0.24                -0.64              0.50
## 848            0.02                -0.69             -0.50
## 849           -0.56                -0.25             -0.77
## 850           -0.74                 0.50              1.51
## 851            0.22                -1.77              0.52
## 852            0.51                -0.07              1.04
## 853            0.21                -1.79              0.15
## 854           -0.10                -1.43             -0.55
## 855           -1.29                -1.53              1.19
## 856           -0.33                -0.53              0.95
## 857           -0.30                 0.54             -0.88
## 858            1.53                -1.00              0.42
## 859            1.28                 0.88              1.03
## 860           -1.34                -0.16             -0.49
## 861           -1.09                 0.91             -0.20
## 862            0.72                 1.48             -0.80
## 863            1.19                 0.37             -1.45
## 864            0.17                 1.50              0.39
## 865           -0.35                 0.48              0.57
## 866           -1.45                 0.98             -0.25
## 867            1.65                -0.89              0.49
## 868            0.03                 0.52              0.29
## 869           -0.63                 1.94             -1.68
## 870            0.89                -1.01              0.74
## 871           -0.45                -0.63              0.47
## 872           -1.30                 0.75             -0.37
## 873            0.26                 1.39              1.16
## 874           -3.37                 0.04              1.08
## 875           -1.04                -0.69              1.49
## 876            0.61                 1.21              0.93
## 877            1.42                -2.22              0.18
## 878            1.58                -0.91              0.35
## 879            0.46                -1.73              0.09
## 880           -0.49                -0.59              1.14
## 881           -0.12                -0.35             -0.97
## 882            0.63                 1.29              0.22
## 883           -0.46                -0.51              0.48
## 884            0.71                -0.65             -0.32
## 885           -1.60                 1.87              0.26
## 886            0.73                -0.71             -0.30
## 887           -1.50                 0.71              0.75
## 888           -1.02                 0.56              1.59
## 889           -0.34                 0.82             -1.14
## 890           -0.73                -0.49              0.02
## 891           -1.38                -0.43              1.72
## 892           -0.19                -0.54              0.91
## 893           -1.52                -1.54              0.99
## 894            0.25                 0.75             -0.85
## 895            0.67                -0.39             -2.51
## 896            0.85                -0.81              0.25
## 897           -1.68                -0.86             -1.54
## 898           -0.44                -0.62              0.79
## 899            1.01                -0.01              0.86
## 900            1.02                 1.29              0.07
## 901            0.77                 0.22              0.65
## 902           -0.81                -0.57              1.38
## 903           -2.10                 0.08             -0.11
## 904           -1.70                 0.08             -2.13
## 905            0.60                 1.25              0.34
## 906           -0.72                 0.69             -1.04
## 907           -0.10                -0.61             -0.06
## 908            0.48                 0.19              1.39
## 909           -2.22                -0.87             -1.00
## 910           -1.28                -1.32              0.39
## 911           -0.67                -0.58              1.20
## 912           -0.30                 0.64             -0.56
## 913            0.18                 1.44              0.10
## 914           -0.63                 1.84             -0.56
## 915            0.68                 1.22              1.33
## 916            1.81                -1.97              0.30
## 917           -0.21                -1.61             -0.21
## 918           -0.21                -1.61             -1.59
## 919           -1.26                -0.11             -2.27
## 920           -0.59                -0.49             -0.12
## 921            1.30                -0.82              0.49
## 922           -1.15                -0.17              0.04
## 923           -0.94                -0.50              0.70
## 924            0.64                 2.48              1.35
## 925            0.62                 0.56             -1.15
## 926           -4.04                 0.11              1.91
## 927            2.19                -0.77             -1.84
## 928            0.03                 1.52             -0.76
## 929           -0.85                 0.82             -0.99
## 930           -0.53                -1.45             -0.12
## 931           -2.08                -0.08              1.28
## 932           -1.97                 1.61              2.00
## 933            1.04                 1.10              0.84
## 934           -0.93                 0.83             -0.71
## 935            1.02                 1.14              1.22
## 936           -1.68                 1.69              2.06
## 937            0.88                -0.11              0.76
## 938           -0.90                -0.42              0.09
## 939            0.02                -0.59             -0.28
## 940           -0.61                -0.48             -0.05
## 941           -0.67                 1.62             -0.03
## 942           -0.50                -0.22             -0.49
## 943           -0.97                 0.64              0.78
## 944           -0.48                -1.42             -0.64
## 945            0.23                 0.54              0.04
## 946           -1.64                 1.06             -1.21
## 947            1.17                -0.05              0.56
## 948            0.48                -0.68              0.05
## 949            0.50                -0.96              0.51
## 950           -1.40                 0.85             -0.07
## 951           -1.35                -1.27              0.02
## 952           -0.50                -0.43              0.05
## 953           -0.48                 0.37              1.14
## 954            1.40                -1.02              0.43
## 955           -0.17                 0.52              0.09
## 956           -1.26                 0.59              1.51
## 957           -0.48                 0.53              1.31
## 958            0.85                 0.03              0.74
## 959           -2.43                -0.10              0.60
## 960            0.39                -0.70              0.75
## 961           -1.28                -0.07             -0.60
## 962           -0.60                -0.19             -1.16
## 963           -0.59                -0.80              0.84
## 964            0.24                 1.72             -1.92
## 965           -1.95                -0.14              0.55
## 966            0.70                -0.93              0.93
## 967           -0.70                 0.80             -0.74
## 968            0.08                 0.47             -0.13
## 969           -1.11                 0.71              0.22
## 970           -0.74                 0.40              0.63
## 971            1.04                -0.45             -2.65
## 972            1.40                -2.01              0.43
## 973           -0.77                -0.50              1.23
## 974           -1.48                -0.13              0.14
## 975            0.63                 1.34              0.41
## 976           -0.68                 1.96             -1.93
## 977            1.38                 1.06              0.99
## 978           -0.10                -1.48             -0.46
## 979           -0.55                -0.50              0.97
## 980           -1.34                -1.40              1.01
## 981           -0.19                 0.43             -0.13
## 982           -0.12                -0.54             -0.17
## 983            1.20                 0.14              0.61
## 984           -1.39                 0.70              1.43
## 985           -1.16                 0.73              0.68
## 986           -0.92                -0.06             -1.60
## 987            0.05                -1.66              0.96
## 988           -0.81                 0.64              0.37
## 989            0.54                -1.70             -0.55
## 990            0.83                -0.74             -0.09
## 991           -0.94                 0.58              1.30
## 992           -1.02                 0.59              0.64
## 993            1.12                -0.09              1.12
## 994            0.52                -0.51             -0.87
## 995            0.00                 0.24              0.92
## 996            0.32                -0.44             -0.83
## 997           -0.10                 0.41              1.37
## 998           -3.13                -0.04              1.87
## 999           -0.15                -0.52              0.17
## 1000           1.84                -0.42             -2.87
## 1001           1.47                -2.11              0.18
## 1002           1.33                 0.94              1.14
## 1003           1.06                 1.30              0.18
## 1004          -0.27                -0.03             -2.11
## 1005           2.12                 2.32             -1.51
## 1006           0.14                 0.59              0.05
## 1007           0.55                 1.19              0.24
## 1008           0.07                -1.90              0.46
## 1009           0.86                 1.28              0.00
## 1010           1.76                -2.04              0.43
## 1011          -0.54                 1.48              0.59
## 1012           2.17                 1.77              1.00
## 1013           0.73                -0.65             -0.31
## 1014          -1.08                 0.88             -0.44
## 1015          -0.61                 0.58              0.69
## 1016           0.68                 0.18             -0.15
## 1017           0.40                -1.78              0.77
## 1018           0.01                -0.70              0.82
## 1019           1.07                 1.12              0.30
## 1020          -0.25                -0.38             -0.58
## 1021           1.18                -0.87              0.76
## 1022          -0.32                -0.51             -0.01
## 1023          -1.04                -0.35              0.07
## 1024          -0.67                 0.51              0.37
## 1025          -1.28                -0.27              0.50
## 1026           0.68                -0.68             -0.52
## 1027           1.05                -1.79             -0.66
## 1028          -1.88                -1.28              0.49
## 1029           1.45                 2.03              0.63
## 1030           0.30                 0.20              1.15
## 1031           1.59                -0.94              0.43
## 1032          -0.08                -1.70              0.03
## 1033           1.77                -0.54             -2.83
## 1034          -1.61                -0.20              0.40
## 1035          -0.84                -0.31              0.31
## 1036          -1.20                -0.30              0.36
## 1037          -1.45                -0.31              1.00
## 1038          -1.23                -0.27             -0.33
## 1039           0.48                 0.13              1.19
## 1040           0.62                 1.30             -0.14
## 1041           0.74                 1.07              0.80
## 1042           1.59                 2.19              0.98
## 1043           0.26                 1.41              1.46
## 1044          -0.74                 0.85              0.14
## 1045          -2.19                -0.97             -0.51
## 1046          -0.32                -1.85              1.31
## 1047           1.50                 2.05              1.00
## 1048           0.63                 0.39             -0.20
## 1049          -0.10                -0.40             -0.17
## 1050          -0.54                 0.55              0.43
## 1051           0.71                 0.37             -0.21
## 1052           0.40                 0.44             -0.08
## 1053          -1.46                 0.84             -0.46
## 1054           0.50                 0.25              1.29
## 1055           0.72                 0.27             -0.65
## 1056          -0.61                -0.39              0.35
## 1057          -0.92                 0.54              1.22
## 1058           1.02                -0.81             -0.07
## 1059          -1.49                -0.39              1.29
## 1060          -0.87                -0.68              1.05
## 1061           1.27                 1.10              0.54
## 1062          -0.45                 1.40              1.79
## 1063          -1.26                -1.11             -0.82
## 1064           0.09                -0.73              0.89
## 1065           1.07                -0.02              0.00
## 1066           0.28                 1.32              0.39
## 1067          -0.38                 0.72             -1.00
## 1068           0.60                 1.27              1.02
## 1069           1.40                 0.12              0.50
## 1070          -0.99                -0.42              0.58
## 1071          -3.62                -1.06              2.32
## 1072           0.21                 1.83             -1.89
## 1073           0.33                -0.63             -0.18
## 1074           1.62                -1.14              0.32
## 1075           1.26                 0.14              0.78
## 1076          -0.87                -0.53              0.94
## 1077           0.43                -0.84              1.04
## 1078          -0.33                 0.79             -1.77
## 1079          -1.27                -0.52              1.46
## 1080           0.70                 0.40              0.15
## 1081           0.56                 0.13              0.80
## 1082           0.90                 1.21              0.01
## 1083           0.14                 1.34              1.73
## 1084          -1.42                 0.72              0.81
## 1085          -0.76                -0.43              0.27
## 1086           0.41                 0.20              1.17
## 1087           0.74                -0.58             -0.33
## 1088           0.54                 0.20              0.82
## 1089           0.07                -1.66             -0.70
## 1090          -0.81                 0.69              0.23
## 1091          -1.06                -0.34              0.30
## 1092           0.06                -0.57             -0.02
## 1093           0.41                -0.59             -0.20
## 1094           1.14                 0.36             -0.98
## 1095          -0.67                 0.36              1.46
## 1096          -0.44                 0.69             -1.02
## 1097          -0.77                -0.27              0.75
## 1098          -1.29                -1.38              0.63
## 1099           0.90                 1.06              1.00
## 1100           0.16                 1.40             -0.18
## 1101           0.13                 0.44              0.15
## 1102          -0.06                 0.65              0.16
## 1103          -1.60                 0.80              1.01
## 1104          -0.90                 0.90             -0.59
## 1105          -1.75                -1.40              1.06
## 1106          -0.52                -1.31             -0.85
## 1107           0.04                 0.51              0.15
## 1108          -0.61                 0.57              0.48
## 1109           1.25                 1.00              0.61
## 1110          -0.15                 0.43              0.09
## 1111          -0.63                 0.09             -1.66
## 1112           0.73                -1.83             -0.43
## 1113           0.02                -0.69              1.23
## 1114           0.58                -1.06             -3.41
## 1115          -0.26                -1.41             -0.56
## 1116           0.59                -0.57             -1.43
## 1117           0.40                 1.34              0.26
## 1118          -0.09                -0.70             -0.03
## 1119           0.10                -0.61              0.85
## 1120           0.34                 1.78             -0.83
## 1121           0.60                -1.75             -0.58
## 1122          -0.06                 1.20              1.16
## 1123           1.52                -0.92             -0.47
## 1124           0.47                 0.53             -1.07
## 1125          -0.77                -0.36              0.42
## 1126           0.25                 0.28              0.98
## 1127          -0.42                -0.56              1.41
## 1128          -0.10                -0.37             -1.05
## 1129          -0.43                -0.30             -1.17
## 1130           0.22                -0.54             -0.28
## 1131           0.93                -0.57             -1.60
## 1132          -0.46                 1.58              0.07
## 1133          -1.06                -0.51              0.86
## 1134           0.31                 2.60             -0.60
## 1135           0.60                -0.80              0.81
## 1136          -1.28                -0.04             -0.77
## 1137           1.15                -0.89              0.50
## 1138           0.88                -0.69             -0.29
## 1139           0.67                 1.33             -0.04
## 1140           0.96                -0.38             -2.38
## 1141          -1.14                -0.45              0.87
## 1142           0.82                -0.86              0.53
## 1143          -0.42                 0.42              1.07
## 1144          -0.47                -0.31             -0.78
## 1145          -1.78                 1.15             -1.25
## 1146           0.08                -0.77              0.95
## 1147           1.84                -1.98             -0.98
## 1148          -1.89                -0.03              0.66
## 1149          -0.35                 0.42              1.18
## 1150          -0.61                -0.55              1.07
## 1151          -0.53                -0.40             -1.47
## 1152           0.29                -0.79              0.69
## 1153           0.68                -0.50             -1.15
## 1154          -1.56                 0.14             -1.18
## 1155           0.61                -0.84              0.97
## 1156           1.35                -0.91             -0.23
## 1157           1.61                 1.34             -0.98
## 1158          -0.62                -0.26             -0.99
## 1159           0.94                -1.75             -2.05
## 1160          -1.42                -0.45              1.07
## 1161          -1.94                 0.07             -0.52
## 1162          -0.71                -0.47              0.45
## 1163           0.00                -0.50              0.19
## 1164           1.63                 0.17             -0.53
## 1165          -0.84                 1.56              1.10
## 1166          -0.69                -0.44             -0.08
## 1167          -0.29                -0.45              0.06
## 1168          -0.35                -0.58              1.07
## 1169          -1.51                -0.27              0.31
## 1170          -0.41                -0.13             -2.15
## 1171          -1.31                -0.45              0.55
## 1172           0.52                 0.18             -0.19
## 1173           0.82                -1.94              0.14
## 1174           0.86                 2.10              1.36
## 1175           0.29                -1.58              1.44
## 1176           2.00                -1.04              0.58
## 1177           0.12                -0.63             -0.70
## 1178          -0.08                -0.52             -0.20
## 1179          -1.42                 0.87             -0.54
## 1180           0.97                 0.12              0.68
## 1181          -0.30                -0.44              0.11
## 1182           0.57                 0.39              0.29
## 1183           0.34                 1.50              0.40
## 1184           0.26                -1.61             -0.47
## 1185           0.26                -0.75              1.11
## 1186           0.08                 1.64             -1.17
## 1187           0.25                -0.32             -0.95
## 1188          -0.55                -0.30             -1.00
## 1189          -0.40                -0.30             -0.06
## 1190          -1.81                -1.03             -0.81
## 1191           0.83                -0.74             -0.03
## 1192           0.83                -0.59             -0.43
## 1193          -0.45                 0.39              0.00
## 1194          -0.19                -0.60              0.84
## 1195          -1.56                -0.30              1.45
## 1196          -0.69                 0.58              0.33
## 1197          -1.72                -0.94             -2.04
## 1198          -0.68                -1.80              1.45
## 1199          -0.42                 1.33              1.55
## 1200          -1.36                -0.05             -1.36
## 1201          -0.19                -0.59              0.33
## 1202          -1.38                 0.57              1.71
## 1203          -1.50                -0.36              0.30
## 1204          -0.42                -0.62              0.89
## 1205          -0.60                -0.26             -1.17
## 1206           0.74                -0.79              0.87
## 1207           0.71                 1.48             -0.84
## 1208           0.37                 1.40              0.07
## 1209          -1.55                -1.25              0.72
## 1210           1.51                 0.53             -2.44
## 1211          -0.64                 0.60              0.13
## 1212           0.21                -0.58              0.34
## 1213          -2.92                -0.61             -3.00
## 1214          -0.62                 0.76             -0.95
## 1215          -0.22                 0.39              0.78
## 1216           1.08                -0.59             -1.78
## 1217           1.92                -0.12              0.50
## 1218           0.20                 0.73             -2.24
## 1219           0.20                 1.51              0.70
## 1220           0.16                 1.29              1.12
## 1221           0.06                 2.82             -0.34
## 1222           0.08                 0.59             -0.08
## 1223           0.29                -1.58              1.44
## 1224           1.24                 1.08              0.96
## 1225           1.25                -0.90              0.18
## 1226           1.21                -1.84             -0.70
## 1227          -0.80                 0.76             -0.32
## 1228           0.49                 0.28              0.72
## 1229          -0.33                 0.53              0.32
## 1230          -0.88                -0.03             -2.03
## 1231          -0.36                 0.47             -0.19
## 1232          -2.94                -1.23              1.11
## 1233           0.53                -0.88              0.46
## 1234          -0.09                -0.83              0.61
## 1235           0.27                 0.49              0.67
## 1236          -0.28                 0.56              1.33
## 1237           0.64                -0.75              0.56
## 1238          -0.76                 1.01             -1.66
## 1239           0.04                -0.50             -1.30
## 1240           1.81                 1.05              0.79
## 1241           2.90                -0.83             -3.17
## 1242           0.06                -1.28             -1.37
## 1243           0.84                 0.36              0.17
## 1244          -0.28                 0.23              0.06
## 1245          -0.49                 2.93              0.98
## 1246           0.08                 0.38             -0.42
## 1247           1.21                 1.91              1.17
## 1248          -0.12                 0.43             -0.46
## 1249          -0.31                 0.40              1.05
## 1250           2.70                -0.98             -0.94
## 1251           0.23                 1.19              1.50
## 1252           0.11                -1.67             -0.40
## 1253          -0.95                -1.43              0.42
## 1254          -1.88                -1.07              0.29
## 1255           0.86                -0.96              1.00
## 1256           0.48                 0.63             -1.88
## 1257           0.26                -0.71              0.98
## 1258           2.27                 0.92              0.28
## 1259          -0.35                -0.35             -0.75
## 1260          -1.12                 1.01             -0.60
## 1261          -0.54                 0.68              0.20
## 1262          -0.02                -0.53             -0.07
## 1263          -1.35                 0.60              0.28
## 1264           0.90                 0.17              0.89
## 1265           1.92                -0.03              0.47
## 1266           1.05                -1.03              0.38
## 1267           0.01                 0.62             -0.95
## 1268          -1.35                 0.96             -0.63
## 1269           1.31                -0.83             -0.58
## 1270          -2.37                -1.11              0.21
## 1271          -0.15                -0.74              0.51
## 1272          -0.47                 0.86             -0.81
## 1273           0.16                 0.31              0.84
## 1274           1.08                 1.04              1.19
## 1275           1.10                 0.98              1.20
## 1276           0.61                -0.66             -0.31
## 1277          -0.82                -0.32              0.40
## 1278           0.38                 1.27              0.48
## 1279           0.92                -0.80              0.69
## 1280           0.44                 2.66             -1.06
## 1281           0.64                 1.25              0.61
## 1282           1.48                -0.97             -0.47
## 1283           1.45                 2.03              0.63
## 1284          -1.00                -0.45              0.95
## 1285           1.59                 1.05              0.40
## 1286          -1.27                -1.64              0.94
## 1287           0.24                 1.31              0.79
## 1288          -0.31                 1.46              0.77
## 1289           0.70                -0.58             -0.94
## 1290           0.09                 1.55             -0.67
## 1291           0.26                -0.15             -3.17
## 1292           0.63                -0.58             -0.55
## 1293          -1.66                 0.91             -0.79
## 1294           0.25                -1.80             -0.02
## 1295          -0.70                -0.32              0.13
## 1296          -0.43                 0.62              0.10
## 1297           0.39                -1.86              0.70
## 1298           0.60                 0.35             -0.40
## 1299          -0.22                -0.43             -0.16
## 1300          -0.32                -0.49             -0.16
## 1301          -0.53                 0.51              0.71
## 1302           0.26                -0.90              1.21
## 1303          -0.56                -0.06             -1.73
## 1304           1.40                 0.96              1.00
## 1305          -0.95                -0.12             -0.85
## 1306           0.08                 1.74             -0.88
## 1307          -1.00                 0.74              0.52
## 1308           0.60                -0.87              0.69
## 1309           0.69                 0.14              0.96
## 1310           0.09                -0.65              0.51
## 1311          -0.25                -0.51              1.02
## 1312          -0.05                -0.36             -1.39
## 1313           0.53                 0.41             -0.36
## 1314          -0.18                 0.58             -0.08
## 1315           0.07                 1.19              1.45
## 1316           0.88                 0.34             -0.36
## 1317           1.61                 0.92              0.90
## 1318           1.54                -0.82             -0.33
## 1319          -0.10                 0.39             -0.20
## 1320          -0.26                -0.59              0.70
## 1321           0.67                -0.90              0.65
## 1322          -0.30                 0.40              0.97
## 1323          -0.14                -1.75              1.15
## 1324          -3.21                 0.65             -2.46
## 1325           1.24                -0.71             -0.39
## 1326          -1.78                -0.57              1.52
## 1327          -1.35                -1.28              1.14
## 1328           0.21                 0.24              0.63
## 1329          -0.79                -1.48             -0.01
## 1330           0.25                -0.74              0.74
## 1331           0.16                -0.59             -0.25
## 1332          -0.40                -1.09             -2.54
## 1333          -0.33                -0.59              1.03
## 1334          -1.85                 0.43             -2.50
## 1335          -0.05                 0.89             -1.73
## 1336           0.04                 0.78             -0.62
## 1337           0.97                 2.06              1.00
## 1338           1.45                 1.03              0.63
## 1339           0.47                -1.70              0.71
## 1340           0.43                 1.43             -0.06
## 1341          -2.63                -0.56             -2.11
## 1342          -1.24                -0.44              0.67
## 1343           0.94                -0.58             -1.40
## 1344          -2.12                -1.29              1.67
## 1345           0.60                 0.63             -2.16
## 1346           0.22                -1.58             -1.74
## 1347          -0.07                -1.65              0.15
## 1348           0.15                 1.60              0.07
## 1349          -0.19                -0.47             -0.19
## 1350           0.24                -0.65              0.77
## 1351           1.00                 0.25             -0.57
## 1352           1.83                 1.20             -0.41
## 1353           0.17                -0.45             -0.93
## 1354           0.48                 0.41              0.84
## 1355           0.10                 0.62             -1.04
## 1356          -2.51                 0.07             -0.45
## 1357           1.36                -0.16              0.89
## 1358          -0.50                -0.48             -0.03
## 1359          -0.69                -0.21             -0.62
## 1360          -0.92                -1.53             -0.16
## 1361          -0.23                -0.42             -0.04
## 1362          -0.27                 0.75             -0.80
## 1363          -0.08                -0.43             -1.41
## 1364          -1.08                -0.45              1.19
## 1365          -0.20                -0.81              0.91
## 1366           1.53                -2.09              0.93
## 1367          -0.69                 0.68              0.15
## 1368           0.66                -0.28             -2.30
## 1369           0.72                 0.27              1.37
## 1370           0.16                -1.85              0.80
## 1371          -1.22                -0.13             -0.57
## 1372           0.47                 1.41             -0.02
## 1373           1.59                -1.05              0.43
## 1374           0.20                -0.61             -0.43
## 1375          -0.52                 0.60              0.28
## 1376          -0.70                 0.70             -0.26
## 1377           0.12                -0.67              0.64
## 1378          -0.58                -1.54              0.98
## 1379           0.93                 0.10              1.09
## 1380           1.47                 0.00              0.82
## 1381          -1.38                 1.93              0.41
## 1382          -0.66                -1.16             -1.60
## 1383           2.68                 1.25             -0.85
## 1384          -1.96                -1.54              1.02
## 1385           1.21                 1.91              1.17
## 1386          -0.82                -0.59              0.99
## 1387          -1.27                -1.11             -1.78
## 1388          -0.63                 0.51              1.17
## 1389          -0.40                 1.63             -0.16
## 1390           0.07                -0.74              1.01
## 1391           0.39                -1.65             -0.66
## 1392          -0.09                -1.27             -1.13
## 1393           0.33                 0.71             -2.15
## 1394           0.51                -0.61              0.08
## 1395          -3.51                -0.67              0.43
## 1396          -1.11                 0.06             -2.71
## 1397          -0.22                -0.49              0.39
## 1398          -0.25                 0.60             -0.77
## 1399          -1.20                -1.33              0.35
## 1400          -0.16                 0.47              0.79
## 1401          -0.94                 0.44              1.82
## 1402          -0.78                -1.29             -0.02
## 1403          -2.31                -0.19              0.89
## 1404           0.48                 1.21              1.06
## 1405           0.54                -0.56             -1.24
## 1406          -0.62                 0.66              0.53
## 1407           0.57                 1.07              1.23
## 1408           0.80                 1.48             -0.49
## 1409          -0.64                 0.63              0.49
## 1410          -0.49                 0.54              0.06
## 1411          -0.12                -1.61             -0.38
## 1412           0.32                -0.72              0.92
## 1413          -0.12                -0.81              0.89
## 1414           1.00                 0.29             -0.41
## 1415          -0.13                 0.31              1.43
## 1416          -0.16                -0.39             -0.31
## 1417          -1.66                 0.19             -3.13
## 1418           1.70                -0.87             -0.57
## 1419          -1.12                -0.31              0.25
## 1420           0.56                -0.90              1.01
## 1421           0.80                -0.54             -1.58
## 1422          -1.23                -1.28             -0.06
## 1423           1.48                 1.21             -0.41
## 1424          -0.61                 0.56              0.09
## 1425           1.87                -0.92             -1.64
## 1426           0.15                -0.24             -2.28
## 1427           0.90                 1.38              0.04
## 1428           1.29                 0.01              0.29
## 1429           0.93                -0.82              0.37
## 1430          -0.56                -0.48              0.20
## 1431           0.02                -0.56              0.15
## 1432          -1.37                -1.27              0.30
## 1433           0.42                -0.55             -0.52
## 1434          -1.31                -0.13             -0.47
## 1435          -0.19                 0.62             -0.81
## 1436           1.52                -1.65             -1.79
## 1437           0.43                -0.59             -0.29
## 1438          -0.31                 0.59             -0.09
## 1439          -0.47                -1.62              0.57
## 1440          -0.52                -0.35             -0.21
## 1441          -0.27                 0.84             -2.00
## 1442           0.89                -0.50             -1.56
## 1443          -0.19                 0.50              0.88
## 1444          -2.54                 0.18             -0.63
## 1445           1.23                -0.95              0.87
## 1446          -0.18                 0.44              1.15
## 1447           3.14                -2.25             -0.22
## 1448           0.58                 0.64             -1.96
## 1449          -1.12                 0.74              0.34
## 1450          -0.99                -0.50              1.39
## 1451           0.16                 1.38              0.46
## 1452          -0.01                 0.80             -2.06
## 1453           0.78                -0.28             -2.22
## 1454           0.49                -0.80              0.52
## 1455           0.20                -1.61             -0.99
## 1456          -0.03                 0.45              0.81
## 1457          -0.08                 0.37              0.34
## 1458           0.86                -0.77              0.49
## 1459          -1.26                 0.42              1.38
## 1460           2.21                -0.10              0.35
## 1461          -1.50                -0.99             -1.06
## 1462           1.18                -1.77              0.00
## 1463           1.53                 0.99              0.61
## 1464          -0.38                 0.84             -0.31
## 1465           0.79                 0.26             -0.17
## 1466           1.55                 0.05              0.43
## 1467          -1.38                -1.25             -0.76
## 1468          -1.70                -0.06             -0.75
## 1469           0.28                 0.48             -0.01
## 1470           0.27                 0.62             -1.30
## 1471          -0.87                 1.91             -0.44
## 1472           0.22                 0.46             -0.14
## 1473          -0.08                 1.39              0.58
## 1474          -1.08                -0.11             -1.00
## 1475          -0.86                 0.75              0.35
## 1476          -0.18                -0.08             -1.83
## 1477          -0.37                 0.53              1.09
## 1478          -0.89                 0.72              0.25
## 1479           1.81                 0.94              0.38
## 1480           0.43                 1.23              1.12
## 1481           0.44                -0.92              1.04
## 1482          -1.00                -0.37              0.02
## 1483          -2.22                 0.34             -1.44
## 1484           2.24                 2.27             -0.77
## 1485          -1.86                -0.26             -0.51
## 1486          -2.21                -0.98             -1.08
## 1487          -0.37                -1.77              1.07
## 1488           0.32                 0.15              1.05
## 1489           0.91                 0.08              0.85
## 1490          -1.54                -0.21              0.62
## 1491           0.04                 1.34              0.09
## 1492           1.77                 0.85              1.31
## 1493          -0.74                -0.62              1.66
## 1494           0.12                -0.65              1.41
## 1495           1.10                -0.89              0.44
## 1496          -0.03                 1.23              1.15
## 1497          -1.00                -1.40              0.02
## 1498          -0.37                 0.37              1.11
## 1499           0.18                 0.36              0.76
## 1500          -0.12                -0.41             -1.17
## 1501           1.07                -0.73              0.38
## 1502           0.67                 0.39             -0.03
## 1503          -0.28                 1.72              0.53
## 1504           0.41                -1.95             -0.01
## 1505           1.20                -1.03              0.10
## 1506          -0.56                 1.62              0.27
## 1507           1.12                 1.18              0.75
## 1508           0.17                -0.50             -1.05
## 1509           0.11                 0.85             -1.77
## 1510           0.10                 0.37              0.25
## 1511           1.51                 1.90              0.99
## 1512          -1.93                -1.38              0.80
## 1513           0.44                -0.84              1.07
## 1514           0.11                 1.45             -0.02
## 1515          -1.43                -0.08             -0.27
## 1516          -0.11                 1.66              0.22
## 1517           0.08                -0.53              0.09
## 1518          -0.20                -0.36              0.13
## 1519          -2.02                -0.90             -1.69
## 1520           0.25                 0.50             -0.20
## 1521           0.30                -0.32             -1.01
## 1522           1.07                 0.21             -0.18
## 1523           1.31                 2.35             -1.26
## 1524           1.67                 0.98              0.55
## 1525           1.98                -2.07              0.03
## 1526           1.60                -0.75             -1.56
## 1527          -0.52                 2.74             -1.04
## 1528          -0.73                 2.19             -2.63
## 1529          -0.43                -0.40              0.00
## 1530          -0.93                 0.73              0.17
## 1531          -2.56                -0.24              2.05
## 1532          -0.89                 0.67              0.85
## 1533          -0.65                 0.77             -0.75
## 1534          -0.39                 0.48              0.91
## 1535           0.06                -0.83              0.86
## 1536          -0.34                -0.75              0.90
## 1537           0.10                 0.62             -1.34
## 1538           0.25                -0.86              0.99
## 1539           1.52                -0.68             -1.68
## 1540           0.17                -0.60             -0.09
## 1541          -0.76                -0.11             -2.28
## 1542          -0.25                -0.44             -0.45
## 1543          -1.27                -0.25             -0.83
## 1544           0.16                -0.72              0.86
## 1545           0.91                 1.62             -1.00
## 1546           1.34                -1.62             -1.54
## 1547           0.33                -0.22             -3.53
## 1548           0.87                -1.04              1.20
## 1549          -0.64                 0.73             -0.40
## 1550           0.04                 1.51              0.60
## 1551          -1.16                -1.46              1.15
## 1552          -0.45                 0.43              1.30
## 1553          -0.15                -0.60              0.86
## 1554          -0.61                 1.72              0.72
## 1555           0.81                -0.77             -0.17
## 1556           1.23                -0.96              0.45
## 1557           1.59                -1.20             -0.20
## 1558           2.02                 1.22              0.90
## 1559          -0.02                 0.52              0.02
## 1560           1.21                 0.24             -1.20
## 1561          -1.21                 1.53              1.77
## 1562          -1.10                -0.19             -0.58
## 1563          -0.50                -1.19             -2.15
## 1564           2.59                -2.26             -0.21
## 1565           0.55                 1.18              1.44
## 1566           1.78                -0.09              0.95
## 1567           0.50                 1.03             -3.37
## 1568          -0.31                 0.72             -0.78
## 1569           0.17                 0.33              0.96
## 1570           1.78                 1.48             -2.32
## 1571          -0.55                 0.82             -0.35
## 1572          -0.52                -0.60              0.43
## 1573          -1.04                 0.91             -0.58
## 1574          -0.08                 0.43              0.14
## 1575           0.20                 0.32             -0.01
## 1576           0.39                -0.54             -0.07
## 1577          -0.45                 0.18              1.19
## 1578          -0.68                -0.38             -0.24
## 1579          -0.55                 0.63              0.11
## 1580           2.60                -0.30              0.57
## 1581          -0.49                 1.92             -0.57
## 1582          -1.32                 0.00             -2.06
## 1583           0.43                 0.56             -1.03
## 1584           1.00                 1.45              0.18
## 1585          -0.84                -1.44              0.84
## 1586          -1.42                -0.73             -2.28
## 1587          -0.32                 0.62             -0.53
## 1588           0.29                -1.66             -0.29
## 1589           0.86                -0.77             -0.69
## 1590          -1.73                 1.18             -1.56
## 1591           1.20                -0.98             -0.06
## 1592          -0.02                 0.44             -0.52
## 1593           1.26                 1.97              1.28
## 1594          -0.22                 0.46             -0.02
## 1595           1.32                -0.51             -2.52
## 1596          -1.31                 0.92             -0.84
## 1597           0.14                -0.49             -0.26
## 1598          -0.63                 0.68             -0.96
## 1599          -0.13                -1.78              0.37
## 1600          -1.66                 0.01             -0.64
## 1601           0.83                 2.23              1.11
## 1602           0.96                 1.44             -0.99
## 1603          -1.45                -0.01             -0.61
## 1604          -0.06                -0.35             -1.15
## 1605           0.75                -0.94              0.74
## 1606          -0.91                -0.70             -3.22
## 1607          -1.38                -0.04             -1.85
## 1608           1.18                 0.31             -0.99
## 1609           0.33                 0.29              1.39
## 1610           1.11                -0.89              0.32
## 1611          -0.90                 0.74             -1.25
## 1612           1.27                -0.63             -1.58
## 1613           0.86                 1.35             -0.99
## 1614           1.73                -0.11              0.48
## 1615          -0.73                 0.90             -0.33
## 1616           0.66                -0.59             -0.98
## 1617           0.88                -0.92              0.50
## 1618           1.62                 1.34             -0.11
## 1619           1.20                 0.14              0.61
## 1620           0.73                -1.58             -1.89
## 1621           0.28                 0.42             -0.20
## 1622           1.62                 0.01              0.39
## 1623           0.82                 2.18              1.00
## 1624           2.02                 2.19             -1.29
## 1625          -0.57                 2.72              2.14
## 1626           0.02                 0.44              0.88
## 1627          -0.44                -0.35             -1.04
## 1628           0.19                 0.38              0.91
## 1629           0.85                -1.64             -1.83
## 1630           0.11                -0.87              0.79
## 1631           0.24                 0.48             -0.03
## 1632          -1.37                 1.43              1.56
## 1633           0.31                -0.53             -0.04
## 1634           0.00                -0.20             -2.28
## 1635          -0.38                -1.41             -0.13
## 1636          -0.33                 1.75             -0.66
## 1637           1.51                 0.06              0.40
## 1638           0.44                 1.18              1.14
## 1639          -0.30                -0.29             -2.26
## 1640          -1.86                -0.17             -0.75
## 1641           0.92                 0.02              0.37
## 1642           0.61                -1.80              0.38
## 1643           1.15                 1.16              0.25
## 1644           1.11                 1.45             -1.15
## 1645           0.38                -0.41             -1.32
## 1646           1.70                 1.15             -0.45
## 1647           1.45                 2.03              0.63
## 1648           1.55                 0.44             -1.33
## 1649           0.11                 0.61             -1.03
## 1650          -0.01                -0.38             -2.27
## 1651          -0.50                -0.51             -0.01
## 1652           0.77                -1.05              0.79
## 1653           1.20                -1.99              0.32
## 1654          -0.96                 0.75              0.85
## 1655           1.07                 2.07              0.95
## 1656           1.73                 1.12              0.66
## 1657           0.15                -0.50             -0.21
## 1658           1.04                 1.34             -0.28
## 1659           0.51                 1.52             -1.05
## 1660          -1.16                 0.94             -0.70
## 1661           0.86                -0.54             -1.38
## 1662           0.33                -1.26             -2.19
## 1663           1.57                -2.01              0.24
## 1664           0.94                 0.22              0.10
## 1665           1.21                 0.11             -0.08
## 1666          -0.38                -0.17             -2.12
## 1667          -0.83                -0.19             -0.86
## 1668           0.05                 0.62             -1.01
## 1669          -1.91                 1.25             -0.42
## 1670           0.45                 0.48             -0.05
## 1671          -0.10                 0.44              0.32
## 1672          -0.36                 0.62             -0.49
## 1673          -0.97                -0.24             -0.10
## 1674          -1.16                -0.33              1.32
## 1675          -0.23                -0.48             -0.23
## 1676           0.87                 1.47             -1.18
## 1677          -0.49                 2.62              2.26
## 1678           0.56                -0.70              0.72
## 1679           0.88                -0.95              0.82
## 1680           1.45                 1.03              0.63
## 1681          -1.23                -0.03             -0.83
## 1682           2.10                -2.14             -0.10
## 1683          -0.97                -0.22             -1.23
## 1684           0.72                 1.62             -2.33
## 1685           0.12                -0.60             -0.07
## 1686          -0.32                 1.37              1.41
## 1687           2.99                 1.88             -0.85
## 1688           0.63                -0.63             -0.36
## 1689           1.45                 2.03              0.63
## 1690           0.17                 0.39             -0.08
## 1691           1.02                -0.78              0.52
## 1692           1.23                -1.00              0.27
## 1693          -0.83                -0.43              0.08
## 1694          -0.81                 0.96             -1.73
## 1695           0.85                 0.03              0.74
## 1696           1.37                 0.13              0.50
## 1697           1.32                 1.16              0.64
## 1698          -1.13                 1.80             -0.75
## 1699           1.21                 1.91              1.17
## 1700           1.17                 0.52             -1.55
## 1701           1.13                 0.15             -0.05
## 1702           0.89                -0.81              0.68
## 1703          -1.84                -0.11              0.22
## 1704           0.28                 1.32              0.39
## 1705           0.60                -0.61             -1.44
## 1706          -1.34                -0.13             -0.53
## 1707           0.28                 1.32              0.39
## 1708           0.91                 0.05              0.61
## 1709          -0.21                -0.37             -0.63
## 1710          -1.31                 0.36              1.28
## 1711          -0.16                 0.58              0.37
## 1712          -0.36                -0.23             -0.77
## 1713           0.63                 1.19              1.22
## 1714           0.13                -0.43             -1.01
## 1715           1.01                -0.62             -1.75
## 1716          -1.55                 2.20             -2.05
## 1717          -1.94                -1.30              1.16
## 1718          -1.67                 0.92              0.10
## 1719          -0.46                -0.46             -0.04
## 1720          -0.21                 1.52              0.13
## 1721          -0.95                 0.71              0.20
## 1722           0.52                -0.54             -1.42
## 1723           0.37                -0.77              0.95
## 1724          -0.06                -1.43             -0.88
## 1725          -0.73                 0.91             -1.61
## 1726           0.44                 1.23              0.80
## 1727           2.05                -2.38              0.37
## 1728           0.55                -0.69             -0.23
## 1729          -1.84                 1.11             -0.51
## 1730           0.04                -0.56             -0.13
## 1731           0.44                 0.33              0.88
## 1732          -0.43                 0.78             -1.18
## 1733          -0.03                 0.50             -0.07
## 1734          -1.65                -0.84             -1.98
## 1735          -0.44                 0.58              0.59
## 1736           0.82                 0.22              0.55
## 1737           0.12                -1.85              0.82
## 1738           0.74                -0.88              0.38
## 1739          -0.51                -0.60              1.22
## 1740          -1.18                -0.17             -1.28
## 1741           0.34                 1.35              0.25
## 1742          -0.64                -0.35             -0.52
## 1743          -0.51                -0.66              0.13
## 1744           0.22                 1.43             -0.32
## 1745           0.29                 1.54             -1.25
## 1746           0.66                -0.59             -1.33
## 1747           1.01                 0.34             -0.17
## 1748           1.53                -1.00              0.42
## 1749           1.38                 0.18              0.97
## 1750           1.26                 0.47             -0.46
## 1751          -2.33                 2.00              0.48
## 1752          -0.49                 0.46              1.25
## 1753           0.14                 1.49              0.00
## 1754           1.81                -0.57             -2.52
## 1755           0.13                -0.31             -1.08
## 1756          -1.68                 1.90             -0.39
## 1757           0.10                 1.48              0.34
## 1758           0.85                -2.01             -0.92
## 1759          -0.30                 1.75             -0.82
## 1760           0.95                 2.44              0.53
## 1761          -0.34                 0.91             -1.97
## 1762          -1.59                 0.97             -0.65
## 1763          -1.65                -1.37             -0.70
## 1764          -0.19                 0.57              0.38
## 1765          -0.46                 0.46              0.20
## 1766          -0.45                 1.38              1.18
## 1767           0.76                 0.28              0.05
## 1768          -0.12                -0.30             -1.04
## 1769           1.05                 0.04              0.97
## 1770          -1.88                 0.10             -0.83
## 1771          -0.14                 1.76             -0.53
## 1772          -1.13                -0.20             -0.75
## 1773           0.84                 0.36             -0.30
## 1774           0.46                -0.57             -0.33
## 1775           1.58                 0.06              0.59
## 1776           0.39                 1.42             -0.82
## 1777           0.58                 0.30              0.77
## 1778           1.67                 1.27             -0.43
## 1779          -1.06                 1.95             -0.42
## 1780           0.58                 0.74             -0.92
## 1781           0.12                -0.56             -1.16
## 1782           1.62                -0.96             -2.05
## 1783           1.67                 0.10              0.24
## 1784           0.42                 1.44             -0.11
## 1785          -0.76                -0.32             -0.57
## 1786           1.41                 0.90              0.52
## 1787          -0.57                 0.80             -0.76
## 1788          -0.14                -0.59              0.39
## 1789           1.45                 2.03              0.63
## 1790           0.60                 1.37             -0.14
## 1791          -0.81                -0.26             -0.43
## 1792          -0.11                 3.22             -1.11
## 1793           0.05                 0.73             -2.40
## 1794          -0.47                 0.62              0.61
## 1795          -1.18                 1.09             -1.89
## 1796           0.72                 0.58             -1.40
## 1797           1.29                 1.46             -1.27
## 1798           0.57                 0.75             -0.98
## 1799           0.71                 0.54             -1.38
## 1800          -0.62                 2.62              1.69
## 1801           1.27                 1.26             -0.28
## 1802          -0.79                -0.42              0.26
## 1803          -0.23                -1.49             -0.15
## 1804           1.20                -0.82             -0.45
## 1805           1.16                 0.52             -1.22
## 1806           1.92                 0.05              0.60
## 1807          -1.35                -0.22              0.54
## 1808          -0.71                -0.30             -1.15
## 1809           0.68                 0.64             -1.15
## 1810          -1.80                 1.86              0.37
## 1811          -0.65                 0.68              0.21
## 1812           0.21                 0.74             -1.13
## 1813           0.82                 1.31             -0.09
## 1814           0.11                -0.78              1.11
## 1815          -0.20                 1.48              0.67
## 1816           1.00                -1.70             -0.61
## 1817           0.30                -1.75              0.65
## 1818          -0.39                 0.73             -1.88
## 1819           0.63                 1.42              0.00
## 1820          -0.52                -0.11             -1.93
## 1821           1.12                 1.18             -0.49
## 1822           1.53                 1.51             -1.06
## 1823           0.07                 0.61             -2.28
## 1824           1.34                -0.88             -0.73
## 1825          -0.04                -1.79             -0.68
## 1826           1.05                 1.18              0.63
## 1827           0.01                 1.33              1.38
## 1828          -0.79                -0.52              0.46
## 1829           1.42                 0.16              0.79
## 1830           0.15                 0.70             -1.07
## 1831           1.55                 1.34             -1.17
## 1832           0.19                -0.45             -1.22
## 1833           0.28                 1.48             -0.90
## 1834          -0.17                 0.36              0.76
## 1835           1.44                 0.04              0.56
## 1836           0.25                 1.39              0.66
## 1837          -3.03                -0.93              0.06
## 1838           0.49                 1.10              0.12
## 1839           1.90                -1.04              0.17
## 1840           2.01                -1.02              0.06
## 1841           0.04                 0.94             -1.60
## 1842           0.64                -1.78              0.44
## 1843          -0.40                -0.78              0.56
## 1844           0.45                 0.27              0.63
## 1845           0.85                -0.79              0.85
## 1846           0.59                -0.88             -0.26
## 1847           0.62                 0.47             -1.26
## 1848          -1.66                -0.29              0.52
## 1849          -0.02                -1.42             -1.58
## 1850          -0.21                -0.60              0.86
## 1851           0.29                -0.44             -1.32
## 1852          -1.09                -0.26             -0.59
## 1853           0.60                -0.55             -1.57
## 1854          -1.96                 0.72              1.16
## 1855           0.07                 1.77             -0.68
## 1856          -1.16                 2.04             -1.68
## 1857           0.76                 0.72             -2.17
## 1858           0.44                 0.37             -0.48
## 1859           0.63                -0.79              0.46
## 1860          -0.78                 2.89              1.09
## 1861           0.07                 1.76             -2.21
## 1862           1.70                -1.03              0.25
## 1863          -0.05                -1.39             -1.15
## 1864           0.63                -0.59             -0.16
## 1865          -1.05                -0.15             -0.88
## 1866           0.06                -1.41             -0.41
## 1867           1.44                 0.36             -1.54
## 1868           0.36                -0.36             -1.57
## 1869           1.84                -0.18              0.62
## 1870          -0.96                 0.93              0.50
## 1871           1.29                 2.11             -0.01
## 1872          -1.13                 0.75              0.37
## 1873           0.17                -0.80              0.35
## 1874           0.12                 1.85             -1.86
## 1875          -1.32                -0.26              0.01
## 1876           0.32                 0.27              0.70
## 1877          -0.97                 2.98             -0.62
## 1878          -0.32                 0.27              0.46
## 1879          -0.26                 0.65             -0.92
## 1880          -0.19                 1.45              0.66
## 1881          -0.31                -0.57              0.61
## 1882           0.20                 1.31              0.98
## 1883          -0.26                -0.46             -0.17
## 1884           1.38                 0.26             -0.55
## 1885          -1.02                -0.06             -0.81
## 1886          -0.30                 0.45             -0.19
## 1887          -0.21                 0.87             -0.91
## 1888          -1.62                -0.02              0.30
## 1889           0.73                -1.71             -0.84
## 1890          -1.18                -1.52              1.36
## 1891           0.15                 0.84             -3.45
## 1892           0.94                -0.76             -1.83
## 1893          -0.65                -0.57              0.84
## 1894          -0.93                -0.38              0.17
## 1895          -0.82                 1.83             -0.65
## 1896           1.51                 1.21             -0.35
## 1897          -0.16                -0.51             -0.30
## 1898          -1.30                 0.80              0.56
## 1899           1.70                -2.15              0.16
## 1900           1.58                 0.03              0.35
## 1901          -0.26                 0.63             -0.14
## 1902           0.27                 1.65             -1.03
## 1903           1.23                -0.92              0.32
## 1904           0.32                 2.23              1.20
## 1905          -1.14                 1.30             -2.64
## 1906           1.29                -0.86             -0.80
## 1907          -1.00                -0.14             -2.13
## 1908           1.45                -1.96             -1.05
## 1909          -0.69                 0.61              0.24
## 1910           1.12                -2.05             -0.97
## 1911           1.03                 0.11              0.34
## 1912           0.36                -1.60             -0.40
## 1913           0.42                 0.55             -0.65
## 1914           0.00                 1.68              0.38
## 1915           0.08                -0.79              0.03
## 1916          -0.87                 1.79              0.31
## 1917          -0.50                 0.67              0.58
## 1918          -1.10                 1.72              0.67
## 1919           0.34                 2.33              0.23
## 1920          -1.72                 0.03             -0.52
## 1921           0.19                -0.37             -1.40
## 1922          -1.97                 0.98             -1.41
## 1923          -1.18                -0.27              0.00
## 1924          -1.20                -0.29             -0.75
## 1925          -1.59                 0.91             -0.69
## 1926           1.36                -0.59             -2.55
## 1927           1.66                -2.12              0.21
## 1928          -1.07                -0.50              1.51
## 1929          -0.38                 0.58              1.36
## 1930           0.87                -0.76             -0.79
## 1931           0.10                -0.48             -0.22
## 1932          -0.28                 1.79             -1.75
## 1933          -0.88                -0.34              0.22
## 1934           1.77                -0.76             -0.41
## 1935           1.53                -0.99             -0.97
## 1936           0.95                 2.57             -0.86
## 1937           0.01                -0.82              0.81
## 1938           0.55                 1.84             -3.18
##      alco_family_state_enter       resi_population_enter   employer_enter
## 1     non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 2     non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 3     non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 4     non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 5     non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 6     non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 7     non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 8     non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 9         nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 10    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 11    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 12    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 13    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 14    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 15        nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 16    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 17    non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 18        nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 19    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 20    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 21    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 22        nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 23    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 24    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 25    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 26    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 27    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 28    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 29    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 30    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 31    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 32    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 33    non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 34    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 35    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 36    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 37    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 38    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 39    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 40    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 41    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 42        nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 43    non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 44        nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 45    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 46    non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 47    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 48    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 49    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 50    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 51    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 52    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 53    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 54    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 55    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 56    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 57    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 58    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 59    non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 60    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 61    non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 62    non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 63    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 64    non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 65    non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 66    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 67    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 68    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 69        nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 70    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 71    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 72    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 73    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 74        alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 75    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 76    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 77    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 78    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 79    non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 80        nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 81    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 82        nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 83        nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 84    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 85    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 86    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 87    non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 88    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 89    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 90    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 91    non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 92    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 93    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 94    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 95    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 96    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 97    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 98    non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 99           alco_alcofamily      Over 8,000 inhabitants        Paid work
## 100       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 101   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 102   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 103   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 104   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 105       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 106   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 107   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 108   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 109   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 110   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 111   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 112   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 113   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 114   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 115   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 116   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 117   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 118   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 119   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 120   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 121       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 122   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 123       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 124   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 125   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 126   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 127       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 128   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 129   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 130   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 131   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 132   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 133   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 134   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 135   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 136   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 137   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 138   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 139   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 140   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 141   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 142   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 143   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 144   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 145   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 146   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 147   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 148   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 149       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 150       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 151   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 152   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 153   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 154   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 155   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 156   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 157   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 158       nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 159   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 160   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 161   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 162   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 163   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 164   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 165   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 166   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 167   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 168   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 169   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 170   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 171   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 172       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 173   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 174   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 175   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 176       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 177       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 178   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 179   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 180   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 181   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 182   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 183   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 184       nonalco_alcofamily Less than 8,000 inhabitants Not in paid work
## 185       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 186   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 187   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 188   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 189   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 190          alco_alcofamily      Over 8,000 inhabitants        Paid work
## 191   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 192   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 193   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 194   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 195       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 196   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 197   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 198   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 199   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 200       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 201   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 202       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 203   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 204       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 205   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 206   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 207       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 208   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 209       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 210   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 211   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 212       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 213   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 214   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 215   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 216   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 217   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 218       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 219   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 220   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 221   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 222   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 223   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 224       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 225   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 226   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 227   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 228   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 229   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 230   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 231   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 232   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 233   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 234       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 235   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 236   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 237   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 238   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 239   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 240   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 241   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 242   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 243   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 244       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 245   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 246       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 247   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 248   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 249   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 250   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 251   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 252   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 253       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 254   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 255   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 256   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 257   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 258   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 259   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 260   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 261   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 262   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 263   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 264   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 265   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 266   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 267   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 268   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 269   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 270   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 271   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 272   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 273   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 274   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 275   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 276       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 277   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 278   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 279       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 280   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 281   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 282   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 283   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 284   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 285   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 286   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 287   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 288   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 289   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 290   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 291       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 292   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 293   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 294       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 295   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 296   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 297   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 298   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 299   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 300   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 301   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 302   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 303   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 304   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 305   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 306   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 307   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 308       alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 309   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 310   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 311   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 312   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 313   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 314   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 315   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 316   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 317   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 318       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 319   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 320   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 321   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 322   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 323       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 324   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 325   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 326   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 327   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 328   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 329   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 330   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 331       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 332       nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 333   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 334   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 335   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 336   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 337   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 338   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 339   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 340   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 341   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 342   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 343   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 344   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 345   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 346   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 347   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 348       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 349   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 350   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 351   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 352   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 353   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 354   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 355   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 356   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 357   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 358   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 359   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 360   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 361   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 362   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 363   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 364   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 365   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 366   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 367   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 368   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 369   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 370       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 371   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 372   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 373       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 374   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 375   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 376   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 377       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 378   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 379   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 380   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 381       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 382       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 383   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 384   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 385   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 386   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 387   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 388       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 389   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 390   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 391   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 392   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 393   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 394   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 395   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 396   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 397   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 398       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 399   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 400   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 401       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 402   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 403   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 404   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 405   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 406   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 407   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 408   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 409   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 410   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 411   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 412   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 413   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 414   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 415   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 416       nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 417       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 418   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 419   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 420   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 421   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 422   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 423   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 424   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 425   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 426   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 427   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 428   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 429   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 430   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 431   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 432   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 433   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 434   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 435   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 436   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 437   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 438   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 439   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 440   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 441       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 442       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 443   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 444   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 445   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 446   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 447   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 448   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 449   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 450   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 451       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 452   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 453   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 454   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 455       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 456   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 457       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 458   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 459   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 460   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 461   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 462       nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 463   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 464   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 465   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 466       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 467   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 468       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 469          alco_alcofamily      Over 8,000 inhabitants Not in paid work
## 470   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 471   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 472       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 473   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 474   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 475   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 476   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 477   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 478   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 479   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 480   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 481          alco_alcofamily      Over 8,000 inhabitants Not in paid work
## 482   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 483   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 484   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 485   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 486   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 487   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 488       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 489   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 490   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 491   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 492   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 493   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 494   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 495   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 496   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 497   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 498   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 499   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 500   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 501   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 502   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 503   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 504   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 505   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 506   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 507   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 508   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 509   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 510   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 511   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 512   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 513   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 514   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 515   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 516   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 517   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 518       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 519   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 520       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 521       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 522   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 523       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 524   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 525   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 526       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 527   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 528   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 529       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 530   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 531   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 532   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 533   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 534   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 535   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 536   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 537   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 538   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 539   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 540   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 541       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 542   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 543   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 544   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 545   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 546       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 547   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 548   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 549   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 550   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 551       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 552   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 553   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 554   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 555   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 556   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 557   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 558   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 559   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 560   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 561   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 562   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 563       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 564       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 565   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 566   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 567   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 568   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 569   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 570       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 571   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 572   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 573   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 574   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 575   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 576   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 577       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 578   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 579   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 580   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 581   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 582   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 583   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 584   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 585   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 586   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 587       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 588   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 589   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 590   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 591   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 592   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 593   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 594   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 595       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 596   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 597   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 598   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 599       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 600   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 601   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 602   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 603   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 604       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 605       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 606       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 607   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 608   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 609   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 610   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 611   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 612   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 613   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 614       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 615   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 616   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 617          alco_alcofamily      Over 8,000 inhabitants        Paid work
## 618   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 619   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 620   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 621   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 622   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 623   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 624   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 625   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 626       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 627   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 628   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 629   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 630   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 631   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 632       nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 633   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 634   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 635       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 636   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 637       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 638   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 639   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 640   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 641   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 642   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 643   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 644   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 645   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 646   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 647   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 648   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 649   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 650   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 651   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 652   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 653   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 654   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 655   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 656   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 657       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 658   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 659   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 660   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 661   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 662   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 663   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 664          alco_alcofamily      Over 8,000 inhabitants        Paid work
## 665       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 666   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 667       nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 668   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 669       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 670   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 671   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 672   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 673   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 674   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 675   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 676   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 677       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 678   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 679   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 680       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 681   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 682   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 683   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 684   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 685   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 686   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 687   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 688   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 689   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 690   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 691   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 692   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 693       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 694   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 695   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 696   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 697       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 698   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 699       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 700   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 701   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 702   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 703   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 704       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 705       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 706   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 707   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 708   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 709   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 710   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 711       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 712       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 713   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 714   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 715   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 716   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 717   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 718   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 719   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 720   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 721   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 722   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 723       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 724   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 725       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 726   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 727       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 728          alco_alcofamily      Over 8,000 inhabitants        Paid work
## 729   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 730   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 731   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 732   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 733   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 734   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 735       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 736   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 737   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 738   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 739   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 740       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 741   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 742   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 743   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 744       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 745   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 746   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 747   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 748   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 749   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 750       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 751   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 752   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 753       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 754   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 755   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 756   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 757   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 758       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 759   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 760   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 761   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 762   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 763       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 764       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 765   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 766   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 767   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 768       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 769   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 770   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 771   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 772   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 773   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 774   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 775   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 776   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 777   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 778   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 779   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 780   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 781          alco_alcofamily Less than 8,000 inhabitants        Paid work
## 782   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 783   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 784   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 785   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 786   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 787   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 788       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 789   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 790   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 791   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 792       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 793   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 794       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 795          alco_alcofamily      Over 8,000 inhabitants Not in paid work
## 796       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 797       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 798   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 799   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 800       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 801   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 802   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 803   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 804   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 805   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 806   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 807   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 808   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 809   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 810   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 811   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 812   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 813       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 814   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 815   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 816       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 817       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 818   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 819   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 820   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 821       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 822   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 823          alco_alcofamily Less than 8,000 inhabitants        Paid work
## 824   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 825       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 826   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 827   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 828   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 829   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 830   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 831          alco_alcofamily      Over 8,000 inhabitants        Paid work
## 832   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 833   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 834   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 835   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 836   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 837   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 838   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 839   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 840   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 841   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 842   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 843   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 844   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 845   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 846   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 847   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 848   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 849   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 850       alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 851   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 852   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 853   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 854   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 855   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 856   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 857   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 858   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 859   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 860   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 861   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 862   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 863   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 864   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 865   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 866   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 867   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 868   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 869   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 870   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 871   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 872   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 873   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 874   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 875   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 876   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 877   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 878   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 879   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 880   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 881       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 882   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 883   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 884   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 885   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 886   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 887   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 888   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 889   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 890   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 891   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 892   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 893   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 894   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 895   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 896   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 897          alco_alcofamily      Over 8,000 inhabitants Not in paid work
## 898   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 899   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 900       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 901   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 902   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 903   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 904   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 905   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 906   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 907   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 908   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 909   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 910       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 911          alco_alcofamily      Over 8,000 inhabitants        Paid work
## 912   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 913   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 914   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 915       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 916   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 917   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 918   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 919   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 920   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 921       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 922       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 923   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 924   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 925   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 926   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 927   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 928   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 929   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 930   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 931   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 932   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 933   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 934   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 935   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 936   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 937   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 938   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 939   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 940   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 941   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 942   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 943   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 944       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 945   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 946   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 947       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 948       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 949   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 950   non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 951       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 952   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 953   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 954   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 955   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 956   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 957   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 958   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 959   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 960   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 961   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 962   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 963   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 964   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 965   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 966   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 967   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 968   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 969   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 970   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 971   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 972       alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 973   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 974   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 975   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 976          alco_alcofamily      Over 8,000 inhabitants        Paid work
## 977   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 978   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 979   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 980   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 981   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 982       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 983   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 984   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 985   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 986       nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 987   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 988   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 989       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 990   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 991   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 992   non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 993   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 994   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 995       nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 996   non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 997   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 998   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 999   non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1000  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1001  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1002  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1003  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1004  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1005  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1006  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1007  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1008  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1009  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1010      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1011  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1012  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1013  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1014  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1015  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1016  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1017  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1018  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1019  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1020  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1021  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1022  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1023  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1024  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1025  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1026  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1027  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1028  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1029      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1030  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1031         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1032      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1033      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1034  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1035  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1036  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1037  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1038      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1039  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1040  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1041  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1042      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1043      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1044  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1045  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1046      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1047  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1048  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1049  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1050  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1051      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1052  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1053      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1054  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1055      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1056      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1057  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1058      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1059      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1060      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1061      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1062  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1063  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1064  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1065      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1066  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1067  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1068  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1069  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1070      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1071  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1072  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1073      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1074      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1075      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1076  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1077      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1078  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1079  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1080  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1081  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1082  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1083  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1084  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1085  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1086  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1087      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1088      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1089  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1090  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1091  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1092  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1093  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1094      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1095      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1096  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1097  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1098      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1099  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1100  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1101  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1102  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1103  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1104  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1105  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1106  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1107  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1108  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1109      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1110  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1111  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1112  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1113  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1114  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1115  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1116  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1117  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1118      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1119  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1120  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1121  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1122  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1123  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1124      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1125  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1126      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1127      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1128      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1129  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1130  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1131  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1132  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1133  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1134  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1135      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1136  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1137  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1138  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1139  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1140  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1141  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1142  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1143  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1144  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1145  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1146  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1147  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1148  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1149  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1150  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1151  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1152  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1153         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1154  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1155  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1156      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1157  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1158  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1159  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1160      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1161      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1162  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1163      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1164  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1165      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1166  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1167  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1168  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1169      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1170  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1171  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1172  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1173  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1174  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1175      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1176         alco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1177  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1178      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1179  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1180  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1181  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1182  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1183         alco_alcofamily Less than 8,000 inhabitants        Paid work
## 1184  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1185      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1186      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1187      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1188  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1189  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1190  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1191  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1192  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1193  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1194  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1195      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1196  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1197  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1198      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1199  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1200      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1201  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1202  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1203  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1204  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1205  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1206      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1207  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1208      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1209  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1210  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1211  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1212  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1213  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1214  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1215  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1216      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1217  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1218  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1219  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1220  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1221      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1222  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1223      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1224  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1225      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1226  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1227  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1228  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1229      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1230  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1231      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1232  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1233  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1234      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1235      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1236      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1237  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1238      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1239  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1240  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1241  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1242         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1243  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1244  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1245  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1246  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1247  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1248  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1249      nonalco_alcofamily Less than 8,000 inhabitants Not in paid work
## 1250      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1251  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1252  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1253  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1254  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1255  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1256  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1257  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1258  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1259  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1260  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1261  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1262  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1263  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1264      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1265  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1266  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1267  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1268      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1269  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1270  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1271      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1272  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1273      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1274      alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1275  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1276  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1277  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1278      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1279      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1280  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1281  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1282  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1283  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1284      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1285  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1286  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1287  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1288  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1289  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1290  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1291      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1292  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1293  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1294  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1295  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1296  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1297  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1298      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1299  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1300  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1301  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1302  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1303  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1304  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1305      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1306  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1307  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1308  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1309  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1310  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1311  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1312  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1313  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1314  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1315  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1316  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1317  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1318      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1319  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1320  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1321  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1322  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1323      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1324  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1325  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1326      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1327  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1328  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1329      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1330  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1331  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1332  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1333  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1334         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1335  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1336      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1337      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1338  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1339  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1340  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1341  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1342  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1343  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1344  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1345  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1346  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1347  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1348  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1349      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1350  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1351  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1352      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1353  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1354  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1355  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1356  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1357  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1358  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1359      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1360  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1361      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1362  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1363  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1364  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1365  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1366  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1367  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1368      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1369  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1370  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1371  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1372  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1373      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1374  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1375      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1376  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1377  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1378  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1379  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1380  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1381  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1382  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1383      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1384  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1385  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1386  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1387  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1388  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1389  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1390  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1391      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1392  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1393  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1394      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1395  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1396  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1397  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1398  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1399  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1400  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1401  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1402  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1403      alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1404  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1405  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1406  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1407      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1408      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1409  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1410      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1411  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1412  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1413  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1414  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1415      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1416  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1417  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1418      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1419  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1420  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1421  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1422  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1423  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1424  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1425  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1426  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1427      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1428  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1429         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1430      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1431  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1432  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1433  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1434      nonalco_alcofamily Less than 8,000 inhabitants Not in paid work
## 1435  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1436  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1437  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1438  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1439      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1440  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1441  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1442      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1443  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1444  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1445  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1446      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1447      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1448      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1449  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1450  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1451  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1452  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1453  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1454      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1455      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1456      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1457  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1458      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1459      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1460  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1461  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1462      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1463  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1464  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1465  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1466  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1467  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1468  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1469  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1470  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1471  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1472  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1473  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1474  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1475  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1476  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1477      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1478  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1479      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1480      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1481  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1482  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1483  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1484  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1485  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1486  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1487  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1488  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1489  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1490  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1491      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1492  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1493  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1494  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1495      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1496  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1497  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1498  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1499      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1500      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1501      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1502  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1503  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1504  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1505  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1506  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1507      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1508  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1509  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1510  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1511  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1512  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1513      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1514  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1515  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1516  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1517  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1518  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1519  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1520  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1521  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1522  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1523  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1524  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1525      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1526      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1527      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1528  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1529      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1530  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1531  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1532  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1533      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1534  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1535  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1536  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1537  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1538  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1539      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1540  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1541  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1542      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1543  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1544  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1545  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1546  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1547  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1548  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1549  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1550  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1551  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1552  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1553  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1554  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1555  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1556      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1557  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1558  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1559  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1560  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1561  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1562  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1563  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1564      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1565  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1566      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1567  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1568  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1569      nonalco_alcofamily Less than 8,000 inhabitants Not in paid work
## 1570  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1571  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1572      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1573  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1574      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1575      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1576  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1577  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1578  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1579  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1580  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1581  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1582  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1583  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1584  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1585  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1586  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1587  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1588      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1589      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1590      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1591  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1592  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1593  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1594      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1595      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1596  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1597  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1598  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1599  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1600  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1601  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1602  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1603  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1604  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1605  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1606      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1607      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1608  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1609  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1610  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1611  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1612         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1613  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1614  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1615  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1616  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1617  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1618  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1619  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1620  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1621  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1622  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1623  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1624  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1625  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1626  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1627  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1628  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1629  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1630      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1631  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1632      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1633  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1634  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1635  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1636         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1637  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1638  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1639      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1640  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1641  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1642  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1643  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1644      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1645  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1646  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1647         alco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1648  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1649  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1650  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1651  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1652         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1653  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1654  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1655  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1656  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1657  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1658      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1659      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1660  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1661  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1662  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1663  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1664  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1665         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1666  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1667  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1668  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1669  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1670  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1671  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1672  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1673      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1674  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1675  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1676  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1677      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1678  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1679         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1680  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1681      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1682  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1683      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1684  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1685  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1686  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1687  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1688  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1689  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1690  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1691  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1692  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1693  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1694  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1695      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1696  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1697  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1698  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1699  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1700      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1701  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1702  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1703  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1704  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1705  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1706  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1707  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1708      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1709  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1710  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1711  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1712  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1713  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1714  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1715  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1716  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1717  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1718      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1719  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1720  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1721  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1722      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1723      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1724  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1725  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1726  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1727  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1728      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1729  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1730      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1731  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1732  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1733  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1734  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1735  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1736      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1737  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1738      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1739  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1740  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1741  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1742  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1743      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1744  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1745      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1746  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1747  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1748  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1749  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1750      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1751      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1752  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1753      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1754  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1755  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1756  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1757  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1758  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1759  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1760  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1761  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1762      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1763  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1764  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1765  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1766      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1767  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1768  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1769      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1770  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1771      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1772  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1773      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1774  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1775  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1776  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1777      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1778      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1779  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1780      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1781  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1782  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1783  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1784  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1785  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1786  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1787      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1788  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1789  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1790  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1791  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1792  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1793  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1794      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1795  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1796         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1797  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1798      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1799  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1800  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1801  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1802  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1803      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1804  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1805      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1806  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1807  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1808  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1809      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1810  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1811  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1812  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1813  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1814  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1815  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1816      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1817  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1818  non_alco_nonalcofamily Less than 8,000 inhabitants Not in paid work
## 1819  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1820  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1821  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1822      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1823  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1824  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1825  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1826  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1827  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1828  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1829  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1830  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1831  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1832  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1833  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1834      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1835  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1836      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1837  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1838  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1839      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1840  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1841  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1842  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1843  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1844  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1845  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1846      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1847  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1848      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1849  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1850  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1851  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1852  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1853  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1854  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1855  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1856  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1857      nonalco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1858  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1859      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1860  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1861  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1862  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1863      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1864  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1865  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1866      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1867  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1868  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1869      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1870  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1871  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1872         alco_alcofamily      Over 8,000 inhabitants        Paid work
## 1873  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1874      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1875  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1876  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1877      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1878      alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1879  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1880  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1881  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1882  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1883  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1884  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1885  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1886  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1887      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1888  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1889  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1890         alco_alcofamily      Over 8,000 inhabitants Not in paid work
## 1891  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1892  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1893  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1894  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1895  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1896  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1897  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1898      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1899  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1900  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1901  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1902      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1903      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1904  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1905      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1906      nonalco_alcofamily Less than 8,000 inhabitants        Paid work
## 1907  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1908  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1909  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1910  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1911      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1912  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1913  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1914  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1915      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1916  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1917  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1918      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1919      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1920  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1921  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1922      nonalco_alcofamily Less than 8,000 inhabitants Not in paid work
## 1923      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1924  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1925  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1926  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1927  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1928  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1929  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1930      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1931  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1932  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
## 1933  non_alco_nonalcofamily Less than 8,000 inhabitants        Paid work
## 1934      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1935  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1936  non_alco_nonalcofamily      Over 8,000 inhabitants        Paid work
## 1937      nonalco_alcofamily      Over 8,000 inhabitants        Paid work
## 1938  non_alco_nonalcofamily      Over 8,000 inhabitants Not in paid work
##                     education_basic_enter             education_prof_enter
## 1               Upper secondary education Any type of vocational education
## 2               Upper secondary education Any type of vocational education
## 3               Upper secondary education Any type of vocational education
## 4    primary or lower secondary education Any type of vocational education
## 5    primary or lower secondary education Any type of vocational education
## 6               Upper secondary education Any type of vocational education
## 7    primary or lower secondary education Any type of vocational education
## 8               Upper secondary education Any type of vocational education
## 9               Upper secondary education Any type of vocational education
## 10   primary or lower secondary education Any type of vocational education
## 11   primary or lower secondary education Any type of vocational education
## 12   primary or lower secondary education Any type of vocational education
## 13   primary or lower secondary education Any type of vocational education
## 14              Upper secondary education Any type of vocational education
## 15   primary or lower secondary education Any type of vocational education
## 16   primary or lower secondary education Any type of vocational education
## 17   primary or lower secondary education Any type of vocational education
## 18              Upper secondary education          No vocational education
## 19   primary or lower secondary education Any type of vocational education
## 20   primary or lower secondary education Any type of vocational education
## 21              Upper secondary education Any type of vocational education
## 22              Upper secondary education Any type of vocational education
## 23              Upper secondary education Any type of vocational education
## 24   primary or lower secondary education Any type of vocational education
## 25              Upper secondary education Any type of vocational education
## 26   primary or lower secondary education Any type of vocational education
## 27              Upper secondary education Any type of vocational education
## 28              Upper secondary education Any type of vocational education
## 29              Upper secondary education Any type of vocational education
## 30              Upper secondary education Any type of vocational education
## 31              Upper secondary education Any type of vocational education
## 32              Upper secondary education Any type of vocational education
## 33   primary or lower secondary education Any type of vocational education
## 34              Upper secondary education Any type of vocational education
## 35              Upper secondary education          No vocational education
## 36   primary or lower secondary education Any type of vocational education
## 37   primary or lower secondary education Any type of vocational education
## 38   primary or lower secondary education Any type of vocational education
## 39              Upper secondary education Any type of vocational education
## 40   primary or lower secondary education Any type of vocational education
## 41              Upper secondary education Any type of vocational education
## 42   primary or lower secondary education Any type of vocational education
## 43   primary or lower secondary education Any type of vocational education
## 44   primary or lower secondary education Any type of vocational education
## 45              Upper secondary education          No vocational education
## 46   primary or lower secondary education Any type of vocational education
## 47              Upper secondary education Any type of vocational education
## 48              Upper secondary education Any type of vocational education
## 49   primary or lower secondary education Any type of vocational education
## 50              Upper secondary education Any type of vocational education
## 51   primary or lower secondary education Any type of vocational education
## 52   primary or lower secondary education Any type of vocational education
## 53              Upper secondary education Any type of vocational education
## 54   primary or lower secondary education Any type of vocational education
## 55   primary or lower secondary education Any type of vocational education
## 56              Upper secondary education Any type of vocational education
## 57   primary or lower secondary education Any type of vocational education
## 58              Upper secondary education Any type of vocational education
## 59              Upper secondary education Any type of vocational education
## 60              Upper secondary education Any type of vocational education
## 61              Upper secondary education Any type of vocational education
## 62              Upper secondary education Any type of vocational education
## 63              Upper secondary education Any type of vocational education
## 64              Upper secondary education Any type of vocational education
## 65   primary or lower secondary education Any type of vocational education
## 66   primary or lower secondary education Any type of vocational education
## 67              Upper secondary education Any type of vocational education
## 68              Upper secondary education Any type of vocational education
## 69              Upper secondary education Any type of vocational education
## 70              Upper secondary education Any type of vocational education
## 71   primary or lower secondary education Any type of vocational education
## 72   primary or lower secondary education Any type of vocational education
## 73   primary or lower secondary education Any type of vocational education
## 74              Upper secondary education Any type of vocational education
## 75              Upper secondary education Any type of vocational education
## 76   primary or lower secondary education Any type of vocational education
## 77              Upper secondary education          No vocational education
## 78   primary or lower secondary education Any type of vocational education
## 79   primary or lower secondary education Any type of vocational education
## 80   primary or lower secondary education Any type of vocational education
## 81   primary or lower secondary education          No vocational education
## 82              Upper secondary education Any type of vocational education
## 83              Upper secondary education Any type of vocational education
## 84              Upper secondary education Any type of vocational education
## 85              Upper secondary education Any type of vocational education
## 86   primary or lower secondary education Any type of vocational education
## 87   primary or lower secondary education Any type of vocational education
## 88              Upper secondary education Any type of vocational education
## 89              Upper secondary education Any type of vocational education
## 90   primary or lower secondary education          No vocational education
## 91   primary or lower secondary education Any type of vocational education
## 92              Upper secondary education Any type of vocational education
## 93   primary or lower secondary education Any type of vocational education
## 94              Upper secondary education Any type of vocational education
## 95              Upper secondary education Any type of vocational education
## 96   primary or lower secondary education Any type of vocational education
## 97              Upper secondary education Any type of vocational education
## 98              Upper secondary education Any type of vocational education
## 99   primary or lower secondary education Any type of vocational education
## 100             Upper secondary education Any type of vocational education
## 101  primary or lower secondary education Any type of vocational education
## 102             Upper secondary education Any type of vocational education
## 103  primary or lower secondary education Any type of vocational education
## 104  primary or lower secondary education Any type of vocational education
## 105             Upper secondary education Any type of vocational education
## 106             Upper secondary education Any type of vocational education
## 107             Upper secondary education Any type of vocational education
## 108  primary or lower secondary education Any type of vocational education
## 109  primary or lower secondary education Any type of vocational education
## 110  primary or lower secondary education Any type of vocational education
## 111             Upper secondary education Any type of vocational education
## 112  primary or lower secondary education Any type of vocational education
## 113             Upper secondary education Any type of vocational education
## 114             Upper secondary education Any type of vocational education
## 115             Upper secondary education Any type of vocational education
## 116  primary or lower secondary education Any type of vocational education
## 117             Upper secondary education Any type of vocational education
## 118  primary or lower secondary education Any type of vocational education
## 119  primary or lower secondary education Any type of vocational education
## 120             Upper secondary education Any type of vocational education
## 121             Upper secondary education Any type of vocational education
## 122  primary or lower secondary education Any type of vocational education
## 123             Upper secondary education Any type of vocational education
## 124  primary or lower secondary education          No vocational education
## 125             Upper secondary education Any type of vocational education
## 126  primary or lower secondary education Any type of vocational education
## 127             Upper secondary education Any type of vocational education
## 128             Upper secondary education Any type of vocational education
## 129  primary or lower secondary education Any type of vocational education
## 130  primary or lower secondary education Any type of vocational education
## 131  primary or lower secondary education Any type of vocational education
## 132             Upper secondary education Any type of vocational education
## 133             Upper secondary education Any type of vocational education
## 134             Upper secondary education          No vocational education
## 135             Upper secondary education Any type of vocational education
## 136             Upper secondary education Any type of vocational education
## 137  primary or lower secondary education Any type of vocational education
## 138             Upper secondary education Any type of vocational education
## 139             Upper secondary education Any type of vocational education
## 140             Upper secondary education          No vocational education
## 141             Upper secondary education Any type of vocational education
## 142             Upper secondary education          No vocational education
## 143  primary or lower secondary education Any type of vocational education
## 144  primary or lower secondary education Any type of vocational education
## 145  primary or lower secondary education Any type of vocational education
## 146  primary or lower secondary education Any type of vocational education
## 147             Upper secondary education          No vocational education
## 148  primary or lower secondary education Any type of vocational education
## 149  primary or lower secondary education Any type of vocational education
## 150             Upper secondary education Any type of vocational education
## 151             Upper secondary education Any type of vocational education
## 152             Upper secondary education Any type of vocational education
## 153  primary or lower secondary education Any type of vocational education
## 154             Upper secondary education Any type of vocational education
## 155  primary or lower secondary education Any type of vocational education
## 156             Upper secondary education Any type of vocational education
## 157             Upper secondary education Any type of vocational education
## 158  primary or lower secondary education Any type of vocational education
## 159             Upper secondary education Any type of vocational education
## 160  primary or lower secondary education Any type of vocational education
## 161  primary or lower secondary education          No vocational education
## 162             Upper secondary education Any type of vocational education
## 163             Upper secondary education Any type of vocational education
## 164             Upper secondary education Any type of vocational education
## 165  primary or lower secondary education Any type of vocational education
## 166  primary or lower secondary education Any type of vocational education
## 167             Upper secondary education Any type of vocational education
## 168             Upper secondary education Any type of vocational education
## 169             Upper secondary education Any type of vocational education
## 170             Upper secondary education Any type of vocational education
## 171  primary or lower secondary education Any type of vocational education
## 172             Upper secondary education Any type of vocational education
## 173  primary or lower secondary education Any type of vocational education
## 174  primary or lower secondary education Any type of vocational education
## 175  primary or lower secondary education Any type of vocational education
## 176             Upper secondary education Any type of vocational education
## 177  primary or lower secondary education Any type of vocational education
## 178             Upper secondary education Any type of vocational education
## 179  primary or lower secondary education Any type of vocational education
## 180  primary or lower secondary education Any type of vocational education
## 181  primary or lower secondary education Any type of vocational education
## 182             Upper secondary education Any type of vocational education
## 183  primary or lower secondary education Any type of vocational education
## 184  primary or lower secondary education Any type of vocational education
## 185  primary or lower secondary education Any type of vocational education
## 186             Upper secondary education Any type of vocational education
## 187  primary or lower secondary education Any type of vocational education
## 188             Upper secondary education Any type of vocational education
## 189             Upper secondary education Any type of vocational education
## 190  primary or lower secondary education Any type of vocational education
## 191             Upper secondary education Any type of vocational education
## 192  primary or lower secondary education Any type of vocational education
## 193  primary or lower secondary education Any type of vocational education
## 194  primary or lower secondary education Any type of vocational education
## 195  primary or lower secondary education Any type of vocational education
## 196             Upper secondary education Any type of vocational education
## 197             Upper secondary education Any type of vocational education
## 198  primary or lower secondary education Any type of vocational education
## 199  primary or lower secondary education Any type of vocational education
## 200  primary or lower secondary education Any type of vocational education
## 201             Upper secondary education Any type of vocational education
## 202  primary or lower secondary education Any type of vocational education
## 203             Upper secondary education Any type of vocational education
## 204             Upper secondary education Any type of vocational education
## 205  primary or lower secondary education Any type of vocational education
## 206             Upper secondary education Any type of vocational education
## 207             Upper secondary education Any type of vocational education
## 208  primary or lower secondary education Any type of vocational education
## 209  primary or lower secondary education Any type of vocational education
## 210             Upper secondary education Any type of vocational education
## 211  primary or lower secondary education Any type of vocational education
## 212             Upper secondary education Any type of vocational education
## 213             Upper secondary education Any type of vocational education
## 214  primary or lower secondary education Any type of vocational education
## 215             Upper secondary education Any type of vocational education
## 216  primary or lower secondary education Any type of vocational education
## 217             Upper secondary education Any type of vocational education
## 218             Upper secondary education Any type of vocational education
## 219  primary or lower secondary education Any type of vocational education
## 220  primary or lower secondary education Any type of vocational education
## 221             Upper secondary education Any type of vocational education
## 222  primary or lower secondary education Any type of vocational education
## 223  primary or lower secondary education Any type of vocational education
## 224  primary or lower secondary education Any type of vocational education
## 225  primary or lower secondary education Any type of vocational education
## 226             Upper secondary education Any type of vocational education
## 227  primary or lower secondary education Any type of vocational education
## 228  primary or lower secondary education Any type of vocational education
## 229             Upper secondary education Any type of vocational education
## 230             Upper secondary education Any type of vocational education
## 231             Upper secondary education Any type of vocational education
## 232  primary or lower secondary education Any type of vocational education
## 233  primary or lower secondary education Any type of vocational education
## 234  primary or lower secondary education Any type of vocational education
## 235  primary or lower secondary education Any type of vocational education
## 236             Upper secondary education Any type of vocational education
## 237  primary or lower secondary education Any type of vocational education
## 238             Upper secondary education Any type of vocational education
## 239  primary or lower secondary education Any type of vocational education
## 240             Upper secondary education Any type of vocational education
## 241  primary or lower secondary education Any type of vocational education
## 242             Upper secondary education Any type of vocational education
## 243  primary or lower secondary education Any type of vocational education
## 244             Upper secondary education Any type of vocational education
## 245             Upper secondary education          No vocational education
## 246             Upper secondary education Any type of vocational education
## 247             Upper secondary education Any type of vocational education
## 248  primary or lower secondary education Any type of vocational education
## 249  primary or lower secondary education Any type of vocational education
## 250  primary or lower secondary education Any type of vocational education
## 251  primary or lower secondary education Any type of vocational education
## 252             Upper secondary education Any type of vocational education
## 253             Upper secondary education Any type of vocational education
## 254  primary or lower secondary education Any type of vocational education
## 255  primary or lower secondary education Any type of vocational education
## 256             Upper secondary education Any type of vocational education
## 257             Upper secondary education Any type of vocational education
## 258  primary or lower secondary education Any type of vocational education
## 259  primary or lower secondary education Any type of vocational education
## 260  primary or lower secondary education Any type of vocational education
## 261             Upper secondary education Any type of vocational education
## 262             Upper secondary education Any type of vocational education
## 263  primary or lower secondary education          No vocational education
## 264             Upper secondary education Any type of vocational education
## 265  primary or lower secondary education Any type of vocational education
## 266  primary or lower secondary education Any type of vocational education
## 267             Upper secondary education Any type of vocational education
## 268  primary or lower secondary education Any type of vocational education
## 269  primary or lower secondary education Any type of vocational education
## 270  primary or lower secondary education Any type of vocational education
## 271             Upper secondary education Any type of vocational education
## 272  primary or lower secondary education Any type of vocational education
## 273             Upper secondary education Any type of vocational education
## 274  primary or lower secondary education Any type of vocational education
## 275  primary or lower secondary education          No vocational education
## 276  primary or lower secondary education Any type of vocational education
## 277  primary or lower secondary education Any type of vocational education
## 278             Upper secondary education Any type of vocational education
## 279             Upper secondary education Any type of vocational education
## 280  primary or lower secondary education Any type of vocational education
## 281             Upper secondary education Any type of vocational education
## 282  primary or lower secondary education Any type of vocational education
## 283  primary or lower secondary education Any type of vocational education
## 284  primary or lower secondary education Any type of vocational education
## 285  primary or lower secondary education Any type of vocational education
## 286             Upper secondary education Any type of vocational education
## 287  primary or lower secondary education Any type of vocational education
## 288  primary or lower secondary education          No vocational education
## 289  primary or lower secondary education Any type of vocational education
## 290  primary or lower secondary education Any type of vocational education
## 291             Upper secondary education Any type of vocational education
## 292  primary or lower secondary education Any type of vocational education
## 293  primary or lower secondary education Any type of vocational education
## 294  primary or lower secondary education          No vocational education
## 295             Upper secondary education Any type of vocational education
## 296             Upper secondary education Any type of vocational education
## 297  primary or lower secondary education Any type of vocational education
## 298  primary or lower secondary education Any type of vocational education
## 299             Upper secondary education Any type of vocational education
## 300  primary or lower secondary education Any type of vocational education
## 301  primary or lower secondary education Any type of vocational education
## 302             Upper secondary education Any type of vocational education
## 303             Upper secondary education Any type of vocational education
## 304  primary or lower secondary education Any type of vocational education
## 305             Upper secondary education Any type of vocational education
## 306  primary or lower secondary education Any type of vocational education
## 307             Upper secondary education Any type of vocational education
## 308             Upper secondary education          No vocational education
## 309  primary or lower secondary education Any type of vocational education
## 310  primary or lower secondary education Any type of vocational education
## 311  primary or lower secondary education Any type of vocational education
## 312             Upper secondary education Any type of vocational education
## 313             Upper secondary education Any type of vocational education
## 314  primary or lower secondary education Any type of vocational education
## 315  primary or lower secondary education          No vocational education
## 316  primary or lower secondary education Any type of vocational education
## 317             Upper secondary education Any type of vocational education
## 318  primary or lower secondary education Any type of vocational education
## 319             Upper secondary education Any type of vocational education
## 320  primary or lower secondary education Any type of vocational education
## 321  primary or lower secondary education Any type of vocational education
## 322  primary or lower secondary education Any type of vocational education
## 323  primary or lower secondary education Any type of vocational education
## 324             Upper secondary education Any type of vocational education
## 325             Upper secondary education          No vocational education
## 326             Upper secondary education Any type of vocational education
## 327  primary or lower secondary education Any type of vocational education
## 328  primary or lower secondary education Any type of vocational education
## 329             Upper secondary education Any type of vocational education
## 330  primary or lower secondary education Any type of vocational education
## 331  primary or lower secondary education Any type of vocational education
## 332             Upper secondary education Any type of vocational education
## 333             Upper secondary education Any type of vocational education
## 334             Upper secondary education          No vocational education
## 335             Upper secondary education Any type of vocational education
## 336             Upper secondary education Any type of vocational education
## 337  primary or lower secondary education Any type of vocational education
## 338             Upper secondary education          No vocational education
## 339             Upper secondary education Any type of vocational education
## 340  primary or lower secondary education Any type of vocational education
## 341  primary or lower secondary education Any type of vocational education
## 342             Upper secondary education Any type of vocational education
## 343  primary or lower secondary education Any type of vocational education
## 344  primary or lower secondary education Any type of vocational education
## 345             Upper secondary education          No vocational education
## 346  primary or lower secondary education          No vocational education
## 347  primary or lower secondary education Any type of vocational education
## 348             Upper secondary education Any type of vocational education
## 349  primary or lower secondary education Any type of vocational education
## 350  primary or lower secondary education Any type of vocational education
## 351  primary or lower secondary education Any type of vocational education
## 352  primary or lower secondary education Any type of vocational education
## 353  primary or lower secondary education Any type of vocational education
## 354  primary or lower secondary education Any type of vocational education
## 355             Upper secondary education Any type of vocational education
## 356  primary or lower secondary education Any type of vocational education
## 357             Upper secondary education Any type of vocational education
## 358             Upper secondary education Any type of vocational education
## 359  primary or lower secondary education Any type of vocational education
## 360             Upper secondary education Any type of vocational education
## 361             Upper secondary education Any type of vocational education
## 362  primary or lower secondary education Any type of vocational education
## 363  primary or lower secondary education Any type of vocational education
## 364  primary or lower secondary education Any type of vocational education
## 365  primary or lower secondary education Any type of vocational education
## 366  primary or lower secondary education Any type of vocational education
## 367  primary or lower secondary education Any type of vocational education
## 368  primary or lower secondary education Any type of vocational education
## 369             Upper secondary education Any type of vocational education
## 370             Upper secondary education Any type of vocational education
## 371             Upper secondary education Any type of vocational education
## 372  primary or lower secondary education Any type of vocational education
## 373             Upper secondary education Any type of vocational education
## 374  primary or lower secondary education Any type of vocational education
## 375             Upper secondary education Any type of vocational education
## 376  primary or lower secondary education Any type of vocational education
## 377             Upper secondary education Any type of vocational education
## 378             Upper secondary education Any type of vocational education
## 379  primary or lower secondary education Any type of vocational education
## 380             Upper secondary education Any type of vocational education
## 381  primary or lower secondary education Any type of vocational education
## 382             Upper secondary education Any type of vocational education
## 383             Upper secondary education Any type of vocational education
## 384  primary or lower secondary education Any type of vocational education
## 385  primary or lower secondary education Any type of vocational education
## 386  primary or lower secondary education Any type of vocational education
## 387             Upper secondary education Any type of vocational education
## 388  primary or lower secondary education Any type of vocational education
## 389             Upper secondary education Any type of vocational education
## 390  primary or lower secondary education Any type of vocational education
## 391             Upper secondary education Any type of vocational education
## 392             Upper secondary education Any type of vocational education
## 393             Upper secondary education Any type of vocational education
## 394  primary or lower secondary education Any type of vocational education
## 395  primary or lower secondary education Any type of vocational education
## 396  primary or lower secondary education          No vocational education
## 397             Upper secondary education          No vocational education
## 398             Upper secondary education Any type of vocational education
## 399             Upper secondary education Any type of vocational education
## 400  primary or lower secondary education Any type of vocational education
## 401  primary or lower secondary education Any type of vocational education
## 402             Upper secondary education Any type of vocational education
## 403             Upper secondary education Any type of vocational education
## 404             Upper secondary education Any type of vocational education
## 405             Upper secondary education Any type of vocational education
## 406  primary or lower secondary education Any type of vocational education
## 407  primary or lower secondary education          No vocational education
## 408             Upper secondary education Any type of vocational education
## 409  primary or lower secondary education          No vocational education
## 410             Upper secondary education Any type of vocational education
## 411  primary or lower secondary education Any type of vocational education
## 412             Upper secondary education Any type of vocational education
## 413             Upper secondary education Any type of vocational education
## 414  primary or lower secondary education Any type of vocational education
## 415             Upper secondary education Any type of vocational education
## 416  primary or lower secondary education Any type of vocational education
## 417             Upper secondary education Any type of vocational education
## 418             Upper secondary education Any type of vocational education
## 419  primary or lower secondary education Any type of vocational education
## 420             Upper secondary education Any type of vocational education
## 421  primary or lower secondary education Any type of vocational education
## 422             Upper secondary education Any type of vocational education
## 423  primary or lower secondary education Any type of vocational education
## 424  primary or lower secondary education Any type of vocational education
## 425             Upper secondary education Any type of vocational education
## 426  primary or lower secondary education Any type of vocational education
## 427             Upper secondary education Any type of vocational education
## 428  primary or lower secondary education Any type of vocational education
## 429             Upper secondary education Any type of vocational education
## 430  primary or lower secondary education Any type of vocational education
## 431  primary or lower secondary education Any type of vocational education
## 432             Upper secondary education Any type of vocational education
## 433             Upper secondary education Any type of vocational education
## 434             Upper secondary education Any type of vocational education
## 435             Upper secondary education Any type of vocational education
## 436  primary or lower secondary education Any type of vocational education
## 437             Upper secondary education Any type of vocational education
## 438  primary or lower secondary education Any type of vocational education
## 439             Upper secondary education Any type of vocational education
## 440             Upper secondary education Any type of vocational education
## 441  primary or lower secondary education Any type of vocational education
## 442  primary or lower secondary education Any type of vocational education
## 443  primary or lower secondary education          No vocational education
## 444  primary or lower secondary education Any type of vocational education
## 445             Upper secondary education Any type of vocational education
## 446             Upper secondary education Any type of vocational education
## 447             Upper secondary education Any type of vocational education
## 448             Upper secondary education Any type of vocational education
## 449             Upper secondary education Any type of vocational education
## 450             Upper secondary education Any type of vocational education
## 451  primary or lower secondary education Any type of vocational education
## 452  primary or lower secondary education Any type of vocational education
## 453  primary or lower secondary education Any type of vocational education
## 454             Upper secondary education Any type of vocational education
## 455  primary or lower secondary education Any type of vocational education
## 456             Upper secondary education Any type of vocational education
## 457             Upper secondary education Any type of vocational education
## 458             Upper secondary education Any type of vocational education
## 459  primary or lower secondary education Any type of vocational education
## 460             Upper secondary education Any type of vocational education
## 461             Upper secondary education Any type of vocational education
## 462  primary or lower secondary education Any type of vocational education
## 463  primary or lower secondary education          No vocational education
## 464             Upper secondary education Any type of vocational education
## 465  primary or lower secondary education Any type of vocational education
## 466  primary or lower secondary education Any type of vocational education
## 467             Upper secondary education Any type of vocational education
## 468  primary or lower secondary education Any type of vocational education
## 469             Upper secondary education Any type of vocational education
## 470  primary or lower secondary education Any type of vocational education
## 471  primary or lower secondary education Any type of vocational education
## 472             Upper secondary education Any type of vocational education
## 473  primary or lower secondary education Any type of vocational education
## 474  primary or lower secondary education Any type of vocational education
## 475  primary or lower secondary education Any type of vocational education
## 476             Upper secondary education Any type of vocational education
## 477  primary or lower secondary education Any type of vocational education
## 478             Upper secondary education Any type of vocational education
## 479  primary or lower secondary education Any type of vocational education
## 480             Upper secondary education Any type of vocational education
## 481  primary or lower secondary education Any type of vocational education
## 482             Upper secondary education Any type of vocational education
## 483  primary or lower secondary education Any type of vocational education
## 484             Upper secondary education Any type of vocational education
## 485  primary or lower secondary education Any type of vocational education
## 486             Upper secondary education Any type of vocational education
## 487  primary or lower secondary education Any type of vocational education
## 488  primary or lower secondary education Any type of vocational education
## 489  primary or lower secondary education Any type of vocational education
## 490  primary or lower secondary education Any type of vocational education
## 491             Upper secondary education Any type of vocational education
## 492             Upper secondary education Any type of vocational education
## 493  primary or lower secondary education Any type of vocational education
## 494  primary or lower secondary education Any type of vocational education
## 495  primary or lower secondary education Any type of vocational education
## 496  primary or lower secondary education          No vocational education
## 497  primary or lower secondary education Any type of vocational education
## 498  primary or lower secondary education Any type of vocational education
## 499             Upper secondary education Any type of vocational education
## 500             Upper secondary education Any type of vocational education
## 501  primary or lower secondary education Any type of vocational education
## 502  primary or lower secondary education Any type of vocational education
## 503  primary or lower secondary education          No vocational education
## 504  primary or lower secondary education Any type of vocational education
## 505  primary or lower secondary education Any type of vocational education
## 506  primary or lower secondary education          No vocational education
## 507             Upper secondary education Any type of vocational education
## 508             Upper secondary education Any type of vocational education
## 509  primary or lower secondary education Any type of vocational education
## 510             Upper secondary education Any type of vocational education
## 511             Upper secondary education Any type of vocational education
## 512  primary or lower secondary education Any type of vocational education
## 513  primary or lower secondary education Any type of vocational education
## 514             Upper secondary education Any type of vocational education
## 515  primary or lower secondary education Any type of vocational education
## 516  primary or lower secondary education          No vocational education
## 517             Upper secondary education Any type of vocational education
## 518  primary or lower secondary education Any type of vocational education
## 519  primary or lower secondary education Any type of vocational education
## 520  primary or lower secondary education Any type of vocational education
## 521             Upper secondary education Any type of vocational education
## 522  primary or lower secondary education Any type of vocational education
## 523             Upper secondary education Any type of vocational education
## 524  primary or lower secondary education Any type of vocational education
## 525             Upper secondary education Any type of vocational education
## 526             Upper secondary education Any type of vocational education
## 527  primary or lower secondary education Any type of vocational education
## 528  primary or lower secondary education Any type of vocational education
## 529             Upper secondary education Any type of vocational education
## 530  primary or lower secondary education Any type of vocational education
## 531  primary or lower secondary education Any type of vocational education
## 532  primary or lower secondary education Any type of vocational education
## 533             Upper secondary education Any type of vocational education
## 534  primary or lower secondary education Any type of vocational education
## 535  primary or lower secondary education Any type of vocational education
## 536  primary or lower secondary education Any type of vocational education
## 537  primary or lower secondary education Any type of vocational education
## 538  primary or lower secondary education Any type of vocational education
## 539  primary or lower secondary education Any type of vocational education
## 540             Upper secondary education Any type of vocational education
## 541  primary or lower secondary education Any type of vocational education
## 542             Upper secondary education Any type of vocational education
## 543  primary or lower secondary education Any type of vocational education
## 544  primary or lower secondary education Any type of vocational education
## 545             Upper secondary education Any type of vocational education
## 546  primary or lower secondary education Any type of vocational education
## 547             Upper secondary education Any type of vocational education
## 548             Upper secondary education Any type of vocational education
## 549             Upper secondary education Any type of vocational education
## 550  primary or lower secondary education Any type of vocational education
## 551  primary or lower secondary education Any type of vocational education
## 552             Upper secondary education Any type of vocational education
## 553  primary or lower secondary education Any type of vocational education
## 554  primary or lower secondary education Any type of vocational education
## 555  primary or lower secondary education Any type of vocational education
## 556             Upper secondary education Any type of vocational education
## 557             Upper secondary education Any type of vocational education
## 558             Upper secondary education Any type of vocational education
## 559  primary or lower secondary education Any type of vocational education
## 560  primary or lower secondary education          No vocational education
## 561             Upper secondary education Any type of vocational education
## 562  primary or lower secondary education Any type of vocational education
## 563             Upper secondary education Any type of vocational education
## 564  primary or lower secondary education Any type of vocational education
## 565  primary or lower secondary education Any type of vocational education
## 566  primary or lower secondary education Any type of vocational education
## 567  primary or lower secondary education Any type of vocational education
## 568  primary or lower secondary education Any type of vocational education
## 569  primary or lower secondary education Any type of vocational education
## 570             Upper secondary education Any type of vocational education
## 571  primary or lower secondary education Any type of vocational education
## 572  primary or lower secondary education Any type of vocational education
## 573             Upper secondary education Any type of vocational education
## 574             Upper secondary education Any type of vocational education
## 575  primary or lower secondary education Any type of vocational education
## 576             Upper secondary education Any type of vocational education
## 577             Upper secondary education Any type of vocational education
## 578             Upper secondary education Any type of vocational education
## 579  primary or lower secondary education Any type of vocational education
## 580  primary or lower secondary education Any type of vocational education
## 581  primary or lower secondary education Any type of vocational education
## 582  primary or lower secondary education Any type of vocational education
## 583             Upper secondary education Any type of vocational education
## 584             Upper secondary education          No vocational education
## 585             Upper secondary education Any type of vocational education
## 586  primary or lower secondary education Any type of vocational education
## 587             Upper secondary education Any type of vocational education
## 588             Upper secondary education Any type of vocational education
## 589  primary or lower secondary education Any type of vocational education
## 590  primary or lower secondary education Any type of vocational education
## 591  primary or lower secondary education Any type of vocational education
## 592  primary or lower secondary education Any type of vocational education
## 593  primary or lower secondary education Any type of vocational education
## 594             Upper secondary education Any type of vocational education
## 595  primary or lower secondary education Any type of vocational education
## 596             Upper secondary education Any type of vocational education
## 597  primary or lower secondary education Any type of vocational education
## 598  primary or lower secondary education Any type of vocational education
## 599  primary or lower secondary education Any type of vocational education
## 600  primary or lower secondary education Any type of vocational education
## 601  primary or lower secondary education Any type of vocational education
## 602  primary or lower secondary education Any type of vocational education
## 603  primary or lower secondary education Any type of vocational education
## 604             Upper secondary education          No vocational education
## 605  primary or lower secondary education Any type of vocational education
## 606  primary or lower secondary education Any type of vocational education
## 607             Upper secondary education Any type of vocational education
## 608             Upper secondary education          No vocational education
## 609  primary or lower secondary education Any type of vocational education
## 610  primary or lower secondary education Any type of vocational education
## 611             Upper secondary education Any type of vocational education
## 612  primary or lower secondary education          No vocational education
## 613  primary or lower secondary education Any type of vocational education
## 614             Upper secondary education Any type of vocational education
## 615             Upper secondary education Any type of vocational education
## 616             Upper secondary education Any type of vocational education
## 617             Upper secondary education Any type of vocational education
## 618             Upper secondary education Any type of vocational education
## 619             Upper secondary education Any type of vocational education
## 620             Upper secondary education Any type of vocational education
## 621             Upper secondary education Any type of vocational education
## 622             Upper secondary education Any type of vocational education
## 623             Upper secondary education Any type of vocational education
## 624             Upper secondary education Any type of vocational education
## 625             Upper secondary education Any type of vocational education
## 626  primary or lower secondary education Any type of vocational education
## 627  primary or lower secondary education Any type of vocational education
## 628  primary or lower secondary education Any type of vocational education
## 629             Upper secondary education          No vocational education
## 630             Upper secondary education Any type of vocational education
## 631  primary or lower secondary education Any type of vocational education
## 632  primary or lower secondary education Any type of vocational education
## 633             Upper secondary education Any type of vocational education
## 634             Upper secondary education Any type of vocational education
## 635             Upper secondary education Any type of vocational education
## 636  primary or lower secondary education Any type of vocational education
## 637  primary or lower secondary education Any type of vocational education
## 638             Upper secondary education Any type of vocational education
## 639  primary or lower secondary education Any type of vocational education
## 640  primary or lower secondary education Any type of vocational education
## 641             Upper secondary education Any type of vocational education
## 642             Upper secondary education Any type of vocational education
## 643             Upper secondary education Any type of vocational education
## 644             Upper secondary education Any type of vocational education
## 645  primary or lower secondary education Any type of vocational education
## 646  primary or lower secondary education Any type of vocational education
## 647  primary or lower secondary education Any type of vocational education
## 648             Upper secondary education Any type of vocational education
## 649  primary or lower secondary education Any type of vocational education
## 650  primary or lower secondary education Any type of vocational education
## 651  primary or lower secondary education Any type of vocational education
## 652  primary or lower secondary education Any type of vocational education
## 653             Upper secondary education Any type of vocational education
## 654             Upper secondary education Any type of vocational education
## 655  primary or lower secondary education Any type of vocational education
## 656  primary or lower secondary education Any type of vocational education
## 657             Upper secondary education Any type of vocational education
## 658             Upper secondary education Any type of vocational education
## 659  primary or lower secondary education          No vocational education
## 660             Upper secondary education Any type of vocational education
## 661             Upper secondary education Any type of vocational education
## 662  primary or lower secondary education Any type of vocational education
## 663             Upper secondary education          No vocational education
## 664             Upper secondary education Any type of vocational education
## 665  primary or lower secondary education Any type of vocational education
## 666  primary or lower secondary education Any type of vocational education
## 667  primary or lower secondary education Any type of vocational education
## 668  primary or lower secondary education          No vocational education
## 669             Upper secondary education Any type of vocational education
## 670             Upper secondary education Any type of vocational education
## 671             Upper secondary education Any type of vocational education
## 672             Upper secondary education Any type of vocational education
## 673             Upper secondary education Any type of vocational education
## 674             Upper secondary education Any type of vocational education
## 675             Upper secondary education Any type of vocational education
## 676             Upper secondary education Any type of vocational education
## 677             Upper secondary education Any type of vocational education
## 678             Upper secondary education Any type of vocational education
## 679             Upper secondary education Any type of vocational education
## 680  primary or lower secondary education Any type of vocational education
## 681  primary or lower secondary education          No vocational education
## 682             Upper secondary education Any type of vocational education
## 683  primary or lower secondary education          No vocational education
## 684  primary or lower secondary education Any type of vocational education
## 685             Upper secondary education Any type of vocational education
## 686  primary or lower secondary education Any type of vocational education
## 687             Upper secondary education Any type of vocational education
## 688             Upper secondary education Any type of vocational education
## 689             Upper secondary education Any type of vocational education
## 690  primary or lower secondary education Any type of vocational education
## 691             Upper secondary education Any type of vocational education
## 692  primary or lower secondary education Any type of vocational education
## 693  primary or lower secondary education Any type of vocational education
## 694             Upper secondary education Any type of vocational education
## 695  primary or lower secondary education          No vocational education
## 696             Upper secondary education Any type of vocational education
## 697  primary or lower secondary education Any type of vocational education
## 698  primary or lower secondary education Any type of vocational education
## 699  primary or lower secondary education Any type of vocational education
## 700  primary or lower secondary education Any type of vocational education
## 701             Upper secondary education Any type of vocational education
## 702  primary or lower secondary education Any type of vocational education
## 703  primary or lower secondary education Any type of vocational education
## 704             Upper secondary education Any type of vocational education
## 705             Upper secondary education Any type of vocational education
## 706             Upper secondary education Any type of vocational education
## 707             Upper secondary education Any type of vocational education
## 708             Upper secondary education Any type of vocational education
## 709  primary or lower secondary education Any type of vocational education
## 710             Upper secondary education Any type of vocational education
## 711             Upper secondary education Any type of vocational education
## 712             Upper secondary education Any type of vocational education
## 713  primary or lower secondary education Any type of vocational education
## 714  primary or lower secondary education          No vocational education
## 715             Upper secondary education Any type of vocational education
## 716  primary or lower secondary education Any type of vocational education
## 717  primary or lower secondary education Any type of vocational education
## 718             Upper secondary education Any type of vocational education
## 719  primary or lower secondary education Any type of vocational education
## 720             Upper secondary education Any type of vocational education
## 721             Upper secondary education Any type of vocational education
## 722             Upper secondary education Any type of vocational education
## 723  primary or lower secondary education Any type of vocational education
## 724  primary or lower secondary education Any type of vocational education
## 725  primary or lower secondary education          No vocational education
## 726  primary or lower secondary education Any type of vocational education
## 727             Upper secondary education Any type of vocational education
## 728             Upper secondary education Any type of vocational education
## 729             Upper secondary education          No vocational education
## 730             Upper secondary education Any type of vocational education
## 731  primary or lower secondary education Any type of vocational education
## 732             Upper secondary education Any type of vocational education
## 733  primary or lower secondary education          No vocational education
## 734  primary or lower secondary education Any type of vocational education
## 735             Upper secondary education Any type of vocational education
## 736  primary or lower secondary education Any type of vocational education
## 737             Upper secondary education Any type of vocational education
## 738  primary or lower secondary education Any type of vocational education
## 739  primary or lower secondary education Any type of vocational education
## 740  primary or lower secondary education Any type of vocational education
## 741             Upper secondary education Any type of vocational education
## 742             Upper secondary education Any type of vocational education
## 743  primary or lower secondary education Any type of vocational education
## 744             Upper secondary education Any type of vocational education
## 745             Upper secondary education Any type of vocational education
## 746             Upper secondary education Any type of vocational education
## 747             Upper secondary education Any type of vocational education
## 748             Upper secondary education Any type of vocational education
## 749  primary or lower secondary education Any type of vocational education
## 750  primary or lower secondary education Any type of vocational education
## 751             Upper secondary education          No vocational education
## 752  primary or lower secondary education Any type of vocational education
## 753             Upper secondary education Any type of vocational education
## 754  primary or lower secondary education Any type of vocational education
## 755  primary or lower secondary education Any type of vocational education
## 756  primary or lower secondary education Any type of vocational education
## 757             Upper secondary education Any type of vocational education
## 758  primary or lower secondary education Any type of vocational education
## 759  primary or lower secondary education Any type of vocational education
## 760  primary or lower secondary education Any type of vocational education
## 761  primary or lower secondary education Any type of vocational education
## 762  primary or lower secondary education Any type of vocational education
## 763             Upper secondary education Any type of vocational education
## 764             Upper secondary education Any type of vocational education
## 765             Upper secondary education Any type of vocational education
## 766             Upper secondary education Any type of vocational education
## 767             Upper secondary education Any type of vocational education
## 768  primary or lower secondary education Any type of vocational education
## 769             Upper secondary education          No vocational education
## 770  primary or lower secondary education Any type of vocational education
## 771             Upper secondary education Any type of vocational education
## 772             Upper secondary education Any type of vocational education
## 773             Upper secondary education Any type of vocational education
## 774  primary or lower secondary education Any type of vocational education
## 775             Upper secondary education Any type of vocational education
## 776  primary or lower secondary education Any type of vocational education
## 777  primary or lower secondary education Any type of vocational education
## 778             Upper secondary education Any type of vocational education
## 779             Upper secondary education Any type of vocational education
## 780             Upper secondary education Any type of vocational education
## 781  primary or lower secondary education Any type of vocational education
## 782             Upper secondary education Any type of vocational education
## 783  primary or lower secondary education Any type of vocational education
## 784             Upper secondary education Any type of vocational education
## 785             Upper secondary education Any type of vocational education
## 786  primary or lower secondary education          No vocational education
## 787  primary or lower secondary education Any type of vocational education
## 788             Upper secondary education Any type of vocational education
## 789  primary or lower secondary education Any type of vocational education
## 790             Upper secondary education Any type of vocational education
## 791             Upper secondary education Any type of vocational education
## 792  primary or lower secondary education Any type of vocational education
## 793             Upper secondary education Any type of vocational education
## 794             Upper secondary education Any type of vocational education
## 795             Upper secondary education          No vocational education
## 796  primary or lower secondary education Any type of vocational education
## 797             Upper secondary education Any type of vocational education
## 798  primary or lower secondary education Any type of vocational education
## 799             Upper secondary education Any type of vocational education
## 800             Upper secondary education Any type of vocational education
## 801             Upper secondary education Any type of vocational education
## 802             Upper secondary education Any type of vocational education
## 803  primary or lower secondary education Any type of vocational education
## 804  primary or lower secondary education Any type of vocational education
## 805  primary or lower secondary education Any type of vocational education
## 806             Upper secondary education Any type of vocational education
## 807             Upper secondary education Any type of vocational education
## 808             Upper secondary education Any type of vocational education
## 809  primary or lower secondary education Any type of vocational education
## 810  primary or lower secondary education          No vocational education
## 811             Upper secondary education Any type of vocational education
## 812             Upper secondary education Any type of vocational education
## 813             Upper secondary education Any type of vocational education
## 814  primary or lower secondary education Any type of vocational education
## 815  primary or lower secondary education Any type of vocational education
## 816             Upper secondary education Any type of vocational education
## 817             Upper secondary education Any type of vocational education
## 818  primary or lower secondary education Any type of vocational education
## 819  primary or lower secondary education Any type of vocational education
## 820  primary or lower secondary education Any type of vocational education
## 821             Upper secondary education Any type of vocational education
## 822  primary or lower secondary education Any type of vocational education
## 823             Upper secondary education          No vocational education
## 824             Upper secondary education Any type of vocational education
## 825             Upper secondary education Any type of vocational education
## 826             Upper secondary education Any type of vocational education
## 827  primary or lower secondary education Any type of vocational education
## 828  primary or lower secondary education Any type of vocational education
## 829  primary or lower secondary education Any type of vocational education
## 830             Upper secondary education Any type of vocational education
## 831             Upper secondary education Any type of vocational education
## 832             Upper secondary education Any type of vocational education
## 833             Upper secondary education Any type of vocational education
## 834  primary or lower secondary education Any type of vocational education
## 835  primary or lower secondary education Any type of vocational education
## 836             Upper secondary education Any type of vocational education
## 837  primary or lower secondary education Any type of vocational education
## 838  primary or lower secondary education          No vocational education
## 839             Upper secondary education Any type of vocational education
## 840  primary or lower secondary education Any type of vocational education
## 841             Upper secondary education Any type of vocational education
## 842             Upper secondary education Any type of vocational education
## 843  primary or lower secondary education Any type of vocational education
## 844  primary or lower secondary education Any type of vocational education
## 845             Upper secondary education Any type of vocational education
## 846  primary or lower secondary education          No vocational education
## 847             Upper secondary education Any type of vocational education
## 848  primary or lower secondary education Any type of vocational education
## 849  primary or lower secondary education Any type of vocational education
## 850  primary or lower secondary education Any type of vocational education
## 851             Upper secondary education Any type of vocational education
## 852  primary or lower secondary education Any type of vocational education
## 853  primary or lower secondary education Any type of vocational education
## 854             Upper secondary education Any type of vocational education
## 855             Upper secondary education Any type of vocational education
## 856  primary or lower secondary education Any type of vocational education
## 857             Upper secondary education Any type of vocational education
## 858             Upper secondary education Any type of vocational education
## 859             Upper secondary education Any type of vocational education
## 860             Upper secondary education Any type of vocational education
## 861             Upper secondary education Any type of vocational education
## 862             Upper secondary education Any type of vocational education
## 863             Upper secondary education Any type of vocational education
## 864             Upper secondary education Any type of vocational education
## 865  primary or lower secondary education Any type of vocational education
## 866             Upper secondary education Any type of vocational education
## 867  primary or lower secondary education Any type of vocational education
## 868             Upper secondary education Any type of vocational education
## 869             Upper secondary education Any type of vocational education
## 870             Upper secondary education Any type of vocational education
## 871             Upper secondary education Any type of vocational education
## 872  primary or lower secondary education Any type of vocational education
## 873  primary or lower secondary education Any type of vocational education
## 874  primary or lower secondary education Any type of vocational education
## 875             Upper secondary education Any type of vocational education
## 876             Upper secondary education Any type of vocational education
## 877             Upper secondary education Any type of vocational education
## 878  primary or lower secondary education Any type of vocational education
## 879             Upper secondary education Any type of vocational education
## 880             Upper secondary education Any type of vocational education
## 881  primary or lower secondary education Any type of vocational education
## 882  primary or lower secondary education Any type of vocational education
## 883  primary or lower secondary education Any type of vocational education
## 884             Upper secondary education Any type of vocational education
## 885             Upper secondary education Any type of vocational education
## 886  primary or lower secondary education Any type of vocational education
## 887             Upper secondary education Any type of vocational education
## 888  primary or lower secondary education Any type of vocational education
## 889  primary or lower secondary education Any type of vocational education
## 890  primary or lower secondary education Any type of vocational education
## 891             Upper secondary education Any type of vocational education
## 892  primary or lower secondary education Any type of vocational education
## 893  primary or lower secondary education          No vocational education
## 894             Upper secondary education Any type of vocational education
## 895             Upper secondary education Any type of vocational education
## 896             Upper secondary education Any type of vocational education
## 897  primary or lower secondary education Any type of vocational education
## 898  primary or lower secondary education Any type of vocational education
## 899  primary or lower secondary education Any type of vocational education
## 900             Upper secondary education Any type of vocational education
## 901  primary or lower secondary education Any type of vocational education
## 902  primary or lower secondary education Any type of vocational education
## 903             Upper secondary education Any type of vocational education
## 904             Upper secondary education Any type of vocational education
## 905             Upper secondary education Any type of vocational education
## 906  primary or lower secondary education Any type of vocational education
## 907             Upper secondary education Any type of vocational education
## 908  primary or lower secondary education Any type of vocational education
## 909  primary or lower secondary education          No vocational education
## 910  primary or lower secondary education Any type of vocational education
## 911             Upper secondary education Any type of vocational education
## 912             Upper secondary education Any type of vocational education
## 913  primary or lower secondary education          No vocational education
## 914             Upper secondary education Any type of vocational education
## 915  primary or lower secondary education Any type of vocational education
## 916  primary or lower secondary education Any type of vocational education
## 917  primary or lower secondary education Any type of vocational education
## 918  primary or lower secondary education Any type of vocational education
## 919             Upper secondary education          No vocational education
## 920  primary or lower secondary education Any type of vocational education
## 921  primary or lower secondary education Any type of vocational education
## 922             Upper secondary education Any type of vocational education
## 923  primary or lower secondary education Any type of vocational education
## 924             Upper secondary education Any type of vocational education
## 925             Upper secondary education Any type of vocational education
## 926             Upper secondary education Any type of vocational education
## 927             Upper secondary education Any type of vocational education
## 928             Upper secondary education Any type of vocational education
## 929  primary or lower secondary education Any type of vocational education
## 930             Upper secondary education Any type of vocational education
## 931             Upper secondary education Any type of vocational education
## 932  primary or lower secondary education Any type of vocational education
## 933             Upper secondary education Any type of vocational education
## 934             Upper secondary education Any type of vocational education
## 935  primary or lower secondary education Any type of vocational education
## 936  primary or lower secondary education Any type of vocational education
## 937  primary or lower secondary education Any type of vocational education
## 938  primary or lower secondary education          No vocational education
## 939             Upper secondary education Any type of vocational education
## 940             Upper secondary education Any type of vocational education
## 941  primary or lower secondary education          No vocational education
## 942  primary or lower secondary education Any type of vocational education
## 943             Upper secondary education Any type of vocational education
## 944             Upper secondary education Any type of vocational education
## 945  primary or lower secondary education Any type of vocational education
## 946  primary or lower secondary education Any type of vocational education
## 947  primary or lower secondary education Any type of vocational education
## 948             Upper secondary education Any type of vocational education
## 949             Upper secondary education Any type of vocational education
## 950             Upper secondary education Any type of vocational education
## 951             Upper secondary education Any type of vocational education
## 952  primary or lower secondary education Any type of vocational education
## 953             Upper secondary education Any type of vocational education
## 954             Upper secondary education Any type of vocational education
## 955  primary or lower secondary education Any type of vocational education
## 956  primary or lower secondary education Any type of vocational education
## 957  primary or lower secondary education Any type of vocational education
## 958  primary or lower secondary education Any type of vocational education
## 959  primary or lower secondary education Any type of vocational education
## 960             Upper secondary education Any type of vocational education
## 961  primary or lower secondary education Any type of vocational education
## 962             Upper secondary education Any type of vocational education
## 963             Upper secondary education Any type of vocational education
## 964             Upper secondary education Any type of vocational education
## 965  primary or lower secondary education          No vocational education
## 966  primary or lower secondary education Any type of vocational education
## 967             Upper secondary education Any type of vocational education
## 968  primary or lower secondary education Any type of vocational education
## 969             Upper secondary education Any type of vocational education
## 970  primary or lower secondary education Any type of vocational education
## 971  primary or lower secondary education Any type of vocational education
## 972  primary or lower secondary education Any type of vocational education
## 973  primary or lower secondary education Any type of vocational education
## 974  primary or lower secondary education Any type of vocational education
## 975             Upper secondary education Any type of vocational education
## 976             Upper secondary education Any type of vocational education
## 977             Upper secondary education Any type of vocational education
## 978             Upper secondary education Any type of vocational education
## 979  primary or lower secondary education Any type of vocational education
## 980  primary or lower secondary education Any type of vocational education
## 981             Upper secondary education Any type of vocational education
## 982             Upper secondary education          No vocational education
## 983             Upper secondary education Any type of vocational education
## 984  primary or lower secondary education Any type of vocational education
## 985  primary or lower secondary education Any type of vocational education
## 986  primary or lower secondary education Any type of vocational education
## 987             Upper secondary education Any type of vocational education
## 988  primary or lower secondary education          No vocational education
## 989  primary or lower secondary education Any type of vocational education
## 990             Upper secondary education Any type of vocational education
## 991  primary or lower secondary education Any type of vocational education
## 992  primary or lower secondary education Any type of vocational education
## 993             Upper secondary education Any type of vocational education
## 994             Upper secondary education Any type of vocational education
## 995             Upper secondary education Any type of vocational education
## 996  primary or lower secondary education Any type of vocational education
## 997  primary or lower secondary education Any type of vocational education
## 998  primary or lower secondary education Any type of vocational education
## 999  primary or lower secondary education Any type of vocational education
## 1000            Upper secondary education Any type of vocational education
## 1001            Upper secondary education Any type of vocational education
## 1002            Upper secondary education Any type of vocational education
## 1003 primary or lower secondary education Any type of vocational education
## 1004            Upper secondary education Any type of vocational education
## 1005            Upper secondary education Any type of vocational education
## 1006            Upper secondary education Any type of vocational education
## 1007            Upper secondary education Any type of vocational education
## 1008            Upper secondary education Any type of vocational education
## 1009 primary or lower secondary education Any type of vocational education
## 1010 primary or lower secondary education Any type of vocational education
## 1011            Upper secondary education Any type of vocational education
## 1012 primary or lower secondary education Any type of vocational education
## 1013            Upper secondary education          No vocational education
## 1014 primary or lower secondary education Any type of vocational education
## 1015 primary or lower secondary education Any type of vocational education
## 1016            Upper secondary education Any type of vocational education
## 1017 primary or lower secondary education Any type of vocational education
## 1018 primary or lower secondary education Any type of vocational education
## 1019 primary or lower secondary education Any type of vocational education
## 1020            Upper secondary education Any type of vocational education
## 1021            Upper secondary education Any type of vocational education
## 1022            Upper secondary education Any type of vocational education
## 1023            Upper secondary education Any type of vocational education
## 1024            Upper secondary education Any type of vocational education
## 1025            Upper secondary education Any type of vocational education
## 1026            Upper secondary education Any type of vocational education
## 1027 primary or lower secondary education Any type of vocational education
## 1028 primary or lower secondary education Any type of vocational education
## 1029 primary or lower secondary education Any type of vocational education
## 1030            Upper secondary education Any type of vocational education
## 1031            Upper secondary education Any type of vocational education
## 1032            Upper secondary education Any type of vocational education
## 1033            Upper secondary education Any type of vocational education
## 1034 primary or lower secondary education Any type of vocational education
## 1035 primary or lower secondary education Any type of vocational education
## 1036            Upper secondary education Any type of vocational education
## 1037 primary or lower secondary education Any type of vocational education
## 1038            Upper secondary education Any type of vocational education
## 1039 primary or lower secondary education Any type of vocational education
## 1040            Upper secondary education Any type of vocational education
## 1041 primary or lower secondary education          No vocational education
## 1042 primary or lower secondary education Any type of vocational education
## 1043 primary or lower secondary education Any type of vocational education
## 1044            Upper secondary education Any type of vocational education
## 1045 primary or lower secondary education Any type of vocational education
## 1046 primary or lower secondary education Any type of vocational education
## 1047            Upper secondary education Any type of vocational education
## 1048 primary or lower secondary education Any type of vocational education
## 1049 primary or lower secondary education Any type of vocational education
## 1050 primary or lower secondary education Any type of vocational education
## 1051 primary or lower secondary education Any type of vocational education
## 1052 primary or lower secondary education Any type of vocational education
## 1053            Upper secondary education Any type of vocational education
## 1054            Upper secondary education Any type of vocational education
## 1055 primary or lower secondary education Any type of vocational education
## 1056 primary or lower secondary education Any type of vocational education
## 1057 primary or lower secondary education Any type of vocational education
## 1058 primary or lower secondary education Any type of vocational education
## 1059 primary or lower secondary education Any type of vocational education
## 1060 primary or lower secondary education Any type of vocational education
## 1061            Upper secondary education Any type of vocational education
## 1062 primary or lower secondary education Any type of vocational education
## 1063            Upper secondary education Any type of vocational education
## 1064            Upper secondary education Any type of vocational education
## 1065            Upper secondary education Any type of vocational education
## 1066 primary or lower secondary education Any type of vocational education
## 1067            Upper secondary education          No vocational education
## 1068 primary or lower secondary education Any type of vocational education
## 1069 primary or lower secondary education Any type of vocational education
## 1070 primary or lower secondary education Any type of vocational education
## 1071 primary or lower secondary education          No vocational education
## 1072 primary or lower secondary education Any type of vocational education
## 1073 primary or lower secondary education Any type of vocational education
## 1074 primary or lower secondary education Any type of vocational education
## 1075            Upper secondary education          No vocational education
## 1076 primary or lower secondary education Any type of vocational education
## 1077 primary or lower secondary education Any type of vocational education
## 1078 primary or lower secondary education Any type of vocational education
## 1079 primary or lower secondary education Any type of vocational education
## 1080            Upper secondary education Any type of vocational education
## 1081            Upper secondary education Any type of vocational education
## 1082 primary or lower secondary education Any type of vocational education
## 1083 primary or lower secondary education Any type of vocational education
## 1084            Upper secondary education Any type of vocational education
## 1085            Upper secondary education Any type of vocational education
## 1086 primary or lower secondary education Any type of vocational education
## 1087            Upper secondary education Any type of vocational education
## 1088 primary or lower secondary education Any type of vocational education
## 1089 primary or lower secondary education Any type of vocational education
## 1090 primary or lower secondary education Any type of vocational education
## 1091 primary or lower secondary education Any type of vocational education
## 1092 primary or lower secondary education Any type of vocational education
## 1093            Upper secondary education Any type of vocational education
## 1094            Upper secondary education Any type of vocational education
## 1095            Upper secondary education Any type of vocational education
## 1096 primary or lower secondary education          No vocational education
## 1097 primary or lower secondary education Any type of vocational education
## 1098            Upper secondary education Any type of vocational education
## 1099            Upper secondary education Any type of vocational education
## 1100            Upper secondary education Any type of vocational education
## 1101            Upper secondary education Any type of vocational education
## 1102 primary or lower secondary education Any type of vocational education
## 1103            Upper secondary education Any type of vocational education
## 1104            Upper secondary education Any type of vocational education
## 1105            Upper secondary education Any type of vocational education
## 1106            Upper secondary education Any type of vocational education
## 1107            Upper secondary education          No vocational education
## 1108            Upper secondary education Any type of vocational education
## 1109            Upper secondary education Any type of vocational education
## 1110 primary or lower secondary education Any type of vocational education
## 1111            Upper secondary education Any type of vocational education
## 1112            Upper secondary education Any type of vocational education
## 1113 primary or lower secondary education Any type of vocational education
## 1114            Upper secondary education Any type of vocational education
## 1115 primary or lower secondary education Any type of vocational education
## 1116            Upper secondary education          No vocational education
## 1117            Upper secondary education Any type of vocational education
## 1118            Upper secondary education Any type of vocational education
## 1119            Upper secondary education Any type of vocational education
## 1120 primary or lower secondary education Any type of vocational education
## 1121            Upper secondary education          No vocational education
## 1122 primary or lower secondary education Any type of vocational education
## 1123 primary or lower secondary education Any type of vocational education
## 1124 primary or lower secondary education Any type of vocational education
## 1125 primary or lower secondary education Any type of vocational education
## 1126 primary or lower secondary education Any type of vocational education
## 1127 primary or lower secondary education Any type of vocational education
## 1128 primary or lower secondary education Any type of vocational education
## 1129            Upper secondary education Any type of vocational education
## 1130            Upper secondary education Any type of vocational education
## 1131            Upper secondary education Any type of vocational education
## 1132            Upper secondary education Any type of vocational education
## 1133 primary or lower secondary education          No vocational education
## 1134            Upper secondary education Any type of vocational education
## 1135            Upper secondary education Any type of vocational education
## 1136            Upper secondary education Any type of vocational education
## 1137 primary or lower secondary education          No vocational education
## 1138            Upper secondary education Any type of vocational education
## 1139            Upper secondary education Any type of vocational education
## 1140            Upper secondary education          No vocational education
## 1141            Upper secondary education Any type of vocational education
## 1142            Upper secondary education Any type of vocational education
## 1143 primary or lower secondary education Any type of vocational education
## 1144            Upper secondary education Any type of vocational education
## 1145 primary or lower secondary education Any type of vocational education
## 1146 primary or lower secondary education Any type of vocational education
## 1147            Upper secondary education Any type of vocational education
## 1148 primary or lower secondary education Any type of vocational education
## 1149 primary or lower secondary education Any type of vocational education
## 1150 primary or lower secondary education Any type of vocational education
## 1151 primary or lower secondary education Any type of vocational education
## 1152 primary or lower secondary education          No vocational education
## 1153            Upper secondary education Any type of vocational education
## 1154 primary or lower secondary education Any type of vocational education
## 1155 primary or lower secondary education Any type of vocational education
## 1156            Upper secondary education          No vocational education
## 1157            Upper secondary education Any type of vocational education
## 1158 primary or lower secondary education Any type of vocational education
## 1159 primary or lower secondary education Any type of vocational education
## 1160            Upper secondary education Any type of vocational education
## 1161            Upper secondary education Any type of vocational education
## 1162            Upper secondary education Any type of vocational education
## 1163 primary or lower secondary education Any type of vocational education
## 1164            Upper secondary education          No vocational education
## 1165            Upper secondary education Any type of vocational education
## 1166 primary or lower secondary education Any type of vocational education
## 1167 primary or lower secondary education Any type of vocational education
## 1168            Upper secondary education Any type of vocational education
## 1169            Upper secondary education Any type of vocational education
## 1170            Upper secondary education Any type of vocational education
## 1171            Upper secondary education Any type of vocational education
## 1172            Upper secondary education Any type of vocational education
## 1173 primary or lower secondary education Any type of vocational education
## 1174 primary or lower secondary education Any type of vocational education
## 1175 primary or lower secondary education Any type of vocational education
## 1176            Upper secondary education Any type of vocational education
## 1177 primary or lower secondary education Any type of vocational education
## 1178 primary or lower secondary education Any type of vocational education
## 1179 primary or lower secondary education          No vocational education
## 1180            Upper secondary education Any type of vocational education
## 1181            Upper secondary education Any type of vocational education
## 1182 primary or lower secondary education Any type of vocational education
## 1183 primary or lower secondary education          No vocational education
## 1184 primary or lower secondary education Any type of vocational education
## 1185 primary or lower secondary education Any type of vocational education
## 1186            Upper secondary education Any type of vocational education
## 1187 primary or lower secondary education Any type of vocational education
## 1188            Upper secondary education Any type of vocational education
## 1189 primary or lower secondary education Any type of vocational education
## 1190 primary or lower secondary education Any type of vocational education
## 1191 primary or lower secondary education Any type of vocational education
## 1192            Upper secondary education          No vocational education
## 1193 primary or lower secondary education Any type of vocational education
## 1194 primary or lower secondary education Any type of vocational education
## 1195            Upper secondary education Any type of vocational education
## 1196 primary or lower secondary education Any type of vocational education
## 1197            Upper secondary education          No vocational education
## 1198 primary or lower secondary education Any type of vocational education
## 1199 primary or lower secondary education          No vocational education
## 1200 primary or lower secondary education Any type of vocational education
## 1201            Upper secondary education Any type of vocational education
## 1202            Upper secondary education Any type of vocational education
## 1203            Upper secondary education Any type of vocational education
## 1204 primary or lower secondary education Any type of vocational education
## 1205 primary or lower secondary education Any type of vocational education
## 1206            Upper secondary education Any type of vocational education
## 1207 primary or lower secondary education Any type of vocational education
## 1208 primary or lower secondary education Any type of vocational education
## 1209 primary or lower secondary education Any type of vocational education
## 1210            Upper secondary education Any type of vocational education
## 1211 primary or lower secondary education Any type of vocational education
## 1212            Upper secondary education Any type of vocational education
## 1213 primary or lower secondary education          No vocational education
## 1214            Upper secondary education Any type of vocational education
## 1215            Upper secondary education Any type of vocational education
## 1216            Upper secondary education          No vocational education
## 1217            Upper secondary education Any type of vocational education
## 1218            Upper secondary education Any type of vocational education
## 1219 primary or lower secondary education Any type of vocational education
## 1220 primary or lower secondary education Any type of vocational education
## 1221 primary or lower secondary education Any type of vocational education
## 1222            Upper secondary education Any type of vocational education
## 1223 primary or lower secondary education          No vocational education
## 1224 primary or lower secondary education Any type of vocational education
## 1225            Upper secondary education Any type of vocational education
## 1226            Upper secondary education Any type of vocational education
## 1227 primary or lower secondary education Any type of vocational education
## 1228            Upper secondary education Any type of vocational education
## 1229            Upper secondary education Any type of vocational education
## 1230            Upper secondary education Any type of vocational education
## 1231            Upper secondary education          No vocational education
## 1232 primary or lower secondary education Any type of vocational education
## 1233            Upper secondary education Any type of vocational education
## 1234 primary or lower secondary education Any type of vocational education
## 1235            Upper secondary education Any type of vocational education
## 1236            Upper secondary education          No vocational education
## 1237            Upper secondary education          No vocational education
## 1238 primary or lower secondary education          No vocational education
## 1239            Upper secondary education Any type of vocational education
## 1240            Upper secondary education Any type of vocational education
## 1241            Upper secondary education          No vocational education
## 1242            Upper secondary education Any type of vocational education
## 1243            Upper secondary education Any type of vocational education
## 1244 primary or lower secondary education Any type of vocational education
## 1245 primary or lower secondary education          No vocational education
## 1246            Upper secondary education Any type of vocational education
## 1247            Upper secondary education Any type of vocational education
## 1248            Upper secondary education Any type of vocational education
## 1249 primary or lower secondary education Any type of vocational education
## 1250            Upper secondary education Any type of vocational education
## 1251 primary or lower secondary education Any type of vocational education
## 1252            Upper secondary education Any type of vocational education
## 1253 primary or lower secondary education Any type of vocational education
## 1254 primary or lower secondary education Any type of vocational education
## 1255 primary or lower secondary education Any type of vocational education
## 1256            Upper secondary education Any type of vocational education
## 1257 primary or lower secondary education Any type of vocational education
## 1258            Upper secondary education Any type of vocational education
## 1259 primary or lower secondary education Any type of vocational education
## 1260 primary or lower secondary education Any type of vocational education
## 1261 primary or lower secondary education Any type of vocational education
## 1262            Upper secondary education Any type of vocational education
## 1263 primary or lower secondary education Any type of vocational education
## 1264 primary or lower secondary education Any type of vocational education
## 1265            Upper secondary education Any type of vocational education
## 1266            Upper secondary education Any type of vocational education
## 1267 primary or lower secondary education Any type of vocational education
## 1268 primary or lower secondary education Any type of vocational education
## 1269            Upper secondary education Any type of vocational education
## 1270 primary or lower secondary education Any type of vocational education
## 1271 primary or lower secondary education Any type of vocational education
## 1272            Upper secondary education Any type of vocational education
## 1273 primary or lower secondary education Any type of vocational education
## 1274 primary or lower secondary education          No vocational education
## 1275 primary or lower secondary education Any type of vocational education
## 1276            Upper secondary education Any type of vocational education
## 1277            Upper secondary education Any type of vocational education
## 1278 primary or lower secondary education Any type of vocational education
## 1279            Upper secondary education Any type of vocational education
## 1280            Upper secondary education Any type of vocational education
## 1281 primary or lower secondary education Any type of vocational education
## 1282            Upper secondary education Any type of vocational education
## 1283 primary or lower secondary education Any type of vocational education
## 1284            Upper secondary education Any type of vocational education
## 1285 primary or lower secondary education Any type of vocational education
## 1286            Upper secondary education          No vocational education
## 1287            Upper secondary education Any type of vocational education
## 1288 primary or lower secondary education Any type of vocational education
## 1289            Upper secondary education Any type of vocational education
## 1290 primary or lower secondary education Any type of vocational education
## 1291            Upper secondary education Any type of vocational education
## 1292            Upper secondary education Any type of vocational education
## 1293            Upper secondary education Any type of vocational education
## 1294            Upper secondary education Any type of vocational education
## 1295            Upper secondary education Any type of vocational education
## 1296 primary or lower secondary education Any type of vocational education
## 1297            Upper secondary education Any type of vocational education
## 1298            Upper secondary education Any type of vocational education
## 1299            Upper secondary education Any type of vocational education
## 1300            Upper secondary education Any type of vocational education
## 1301            Upper secondary education Any type of vocational education
## 1302            Upper secondary education Any type of vocational education
## 1303            Upper secondary education Any type of vocational education
## 1304            Upper secondary education Any type of vocational education
## 1305            Upper secondary education Any type of vocational education
## 1306            Upper secondary education Any type of vocational education
## 1307            Upper secondary education Any type of vocational education
## 1308 primary or lower secondary education Any type of vocational education
## 1309            Upper secondary education Any type of vocational education
## 1310            Upper secondary education Any type of vocational education
## 1311 primary or lower secondary education          No vocational education
## 1312            Upper secondary education Any type of vocational education
## 1313            Upper secondary education Any type of vocational education
## 1314            Upper secondary education Any type of vocational education
## 1315 primary or lower secondary education Any type of vocational education
## 1316            Upper secondary education Any type of vocational education
## 1317 primary or lower secondary education Any type of vocational education
## 1318 primary or lower secondary education          No vocational education
## 1319 primary or lower secondary education Any type of vocational education
## 1320            Upper secondary education Any type of vocational education
## 1321 primary or lower secondary education Any type of vocational education
## 1322 primary or lower secondary education Any type of vocational education
## 1323            Upper secondary education Any type of vocational education
## 1324 primary or lower secondary education Any type of vocational education
## 1325            Upper secondary education Any type of vocational education
## 1326 primary or lower secondary education Any type of vocational education
## 1327            Upper secondary education Any type of vocational education
## 1328 primary or lower secondary education Any type of vocational education
## 1329            Upper secondary education          No vocational education
## 1330 primary or lower secondary education          No vocational education
## 1331            Upper secondary education Any type of vocational education
## 1332            Upper secondary education Any type of vocational education
## 1333 primary or lower secondary education Any type of vocational education
## 1334            Upper secondary education Any type of vocational education
## 1335 primary or lower secondary education Any type of vocational education
## 1336 primary or lower secondary education Any type of vocational education
## 1337 primary or lower secondary education Any type of vocational education
## 1338 primary or lower secondary education Any type of vocational education
## 1339            Upper secondary education          No vocational education
## 1340            Upper secondary education Any type of vocational education
## 1341 primary or lower secondary education Any type of vocational education
## 1342            Upper secondary education Any type of vocational education
## 1343 primary or lower secondary education Any type of vocational education
## 1344            Upper secondary education Any type of vocational education
## 1345            Upper secondary education Any type of vocational education
## 1346            Upper secondary education          No vocational education
## 1347 primary or lower secondary education Any type of vocational education
## 1348 primary or lower secondary education Any type of vocational education
## 1349            Upper secondary education Any type of vocational education
## 1350            Upper secondary education Any type of vocational education
## 1351            Upper secondary education Any type of vocational education
## 1352            Upper secondary education Any type of vocational education
## 1353            Upper secondary education Any type of vocational education
## 1354            Upper secondary education Any type of vocational education
## 1355            Upper secondary education Any type of vocational education
## 1356            Upper secondary education Any type of vocational education
## 1357            Upper secondary education Any type of vocational education
## 1358            Upper secondary education Any type of vocational education
## 1359 primary or lower secondary education Any type of vocational education
## 1360 primary or lower secondary education Any type of vocational education
## 1361 primary or lower secondary education Any type of vocational education
## 1362 primary or lower secondary education Any type of vocational education
## 1363 primary or lower secondary education Any type of vocational education
## 1364 primary or lower secondary education Any type of vocational education
## 1365 primary or lower secondary education Any type of vocational education
## 1366            Upper secondary education Any type of vocational education
## 1367            Upper secondary education          No vocational education
## 1368            Upper secondary education Any type of vocational education
## 1369 primary or lower secondary education Any type of vocational education
## 1370            Upper secondary education Any type of vocational education
## 1371            Upper secondary education Any type of vocational education
## 1372 primary or lower secondary education Any type of vocational education
## 1373            Upper secondary education Any type of vocational education
## 1374 primary or lower secondary education Any type of vocational education
## 1375 primary or lower secondary education Any type of vocational education
## 1376 primary or lower secondary education Any type of vocational education
## 1377 primary or lower secondary education Any type of vocational education
## 1378 primary or lower secondary education Any type of vocational education
## 1379 primary or lower secondary education Any type of vocational education
## 1380 primary or lower secondary education Any type of vocational education
## 1381 primary or lower secondary education Any type of vocational education
## 1382 primary or lower secondary education Any type of vocational education
## 1383            Upper secondary education Any type of vocational education
## 1384 primary or lower secondary education Any type of vocational education
## 1385 primary or lower secondary education Any type of vocational education
## 1386 primary or lower secondary education Any type of vocational education
## 1387 primary or lower secondary education Any type of vocational education
## 1388 primary or lower secondary education Any type of vocational education
## 1389 primary or lower secondary education Any type of vocational education
## 1390            Upper secondary education Any type of vocational education
## 1391            Upper secondary education Any type of vocational education
## 1392            Upper secondary education          No vocational education
## 1393 primary or lower secondary education Any type of vocational education
## 1394 primary or lower secondary education          No vocational education
## 1395            Upper secondary education Any type of vocational education
## 1396 primary or lower secondary education Any type of vocational education
## 1397 primary or lower secondary education Any type of vocational education
## 1398 primary or lower secondary education Any type of vocational education
## 1399            Upper secondary education Any type of vocational education
## 1400            Upper secondary education Any type of vocational education
## 1401 primary or lower secondary education          No vocational education
## 1402 primary or lower secondary education Any type of vocational education
## 1403 primary or lower secondary education          No vocational education
## 1404 primary or lower secondary education Any type of vocational education
## 1405            Upper secondary education Any type of vocational education
## 1406            Upper secondary education Any type of vocational education
## 1407            Upper secondary education Any type of vocational education
## 1408 primary or lower secondary education Any type of vocational education
## 1409            Upper secondary education Any type of vocational education
## 1410            Upper secondary education Any type of vocational education
## 1411            Upper secondary education Any type of vocational education
## 1412            Upper secondary education Any type of vocational education
## 1413 primary or lower secondary education Any type of vocational education
## 1414 primary or lower secondary education          No vocational education
## 1415 primary or lower secondary education          No vocational education
## 1416 primary or lower secondary education          No vocational education
## 1417 primary or lower secondary education Any type of vocational education
## 1418            Upper secondary education Any type of vocational education
## 1419 primary or lower secondary education Any type of vocational education
## 1420            Upper secondary education Any type of vocational education
## 1421            Upper secondary education Any type of vocational education
## 1422 primary or lower secondary education Any type of vocational education
## 1423            Upper secondary education Any type of vocational education
## 1424            Upper secondary education Any type of vocational education
## 1425            Upper secondary education          No vocational education
## 1426 primary or lower secondary education Any type of vocational education
## 1427            Upper secondary education Any type of vocational education
## 1428 primary or lower secondary education Any type of vocational education
## 1429            Upper secondary education Any type of vocational education
## 1430            Upper secondary education Any type of vocational education
## 1431            Upper secondary education Any type of vocational education
## 1432            Upper secondary education Any type of vocational education
## 1433            Upper secondary education Any type of vocational education
## 1434            Upper secondary education          No vocational education
## 1435            Upper secondary education Any type of vocational education
## 1436 primary or lower secondary education Any type of vocational education
## 1437 primary or lower secondary education          No vocational education
## 1438 primary or lower secondary education Any type of vocational education
## 1439 primary or lower secondary education Any type of vocational education
## 1440            Upper secondary education Any type of vocational education
## 1441 primary or lower secondary education Any type of vocational education
## 1442            Upper secondary education Any type of vocational education
## 1443            Upper secondary education Any type of vocational education
## 1444            Upper secondary education Any type of vocational education
## 1445 primary or lower secondary education Any type of vocational education
## 1446            Upper secondary education Any type of vocational education
## 1447            Upper secondary education Any type of vocational education
## 1448            Upper secondary education Any type of vocational education
## 1449 primary or lower secondary education Any type of vocational education
## 1450 primary or lower secondary education Any type of vocational education
## 1451            Upper secondary education Any type of vocational education
## 1452            Upper secondary education Any type of vocational education
## 1453 primary or lower secondary education Any type of vocational education
## 1454            Upper secondary education Any type of vocational education
## 1455 primary or lower secondary education Any type of vocational education
## 1456            Upper secondary education Any type of vocational education
## 1457 primary or lower secondary education          No vocational education
## 1458 primary or lower secondary education Any type of vocational education
## 1459 primary or lower secondary education Any type of vocational education
## 1460            Upper secondary education Any type of vocational education
## 1461 primary or lower secondary education Any type of vocational education
## 1462            Upper secondary education          No vocational education
## 1463            Upper secondary education Any type of vocational education
## 1464 primary or lower secondary education Any type of vocational education
## 1465 primary or lower secondary education Any type of vocational education
## 1466            Upper secondary education Any type of vocational education
## 1467            Upper secondary education Any type of vocational education
## 1468 primary or lower secondary education Any type of vocational education
## 1469            Upper secondary education Any type of vocational education
## 1470 primary or lower secondary education Any type of vocational education
## 1471 primary or lower secondary education Any type of vocational education
## 1472            Upper secondary education          No vocational education
## 1473            Upper secondary education Any type of vocational education
## 1474 primary or lower secondary education Any type of vocational education
## 1475            Upper secondary education Any type of vocational education
## 1476 primary or lower secondary education Any type of vocational education
## 1477            Upper secondary education          No vocational education
## 1478            Upper secondary education Any type of vocational education
## 1479 primary or lower secondary education Any type of vocational education
## 1480 primary or lower secondary education Any type of vocational education
## 1481 primary or lower secondary education Any type of vocational education
## 1482 primary or lower secondary education Any type of vocational education
## 1483 primary or lower secondary education Any type of vocational education
## 1484 primary or lower secondary education          No vocational education
## 1485            Upper secondary education Any type of vocational education
## 1486            Upper secondary education Any type of vocational education
## 1487            Upper secondary education Any type of vocational education
## 1488            Upper secondary education Any type of vocational education
## 1489 primary or lower secondary education Any type of vocational education
## 1490 primary or lower secondary education          No vocational education
## 1491 primary or lower secondary education Any type of vocational education
## 1492 primary or lower secondary education Any type of vocational education
## 1493 primary or lower secondary education Any type of vocational education
## 1494            Upper secondary education Any type of vocational education
## 1495 primary or lower secondary education Any type of vocational education
## 1496            Upper secondary education Any type of vocational education
## 1497 primary or lower secondary education Any type of vocational education
## 1498 primary or lower secondary education Any type of vocational education
## 1499            Upper secondary education Any type of vocational education
## 1500            Upper secondary education Any type of vocational education
## 1501            Upper secondary education Any type of vocational education
## 1502 primary or lower secondary education Any type of vocational education
## 1503 primary or lower secondary education Any type of vocational education
## 1504 primary or lower secondary education Any type of vocational education
## 1505 primary or lower secondary education          No vocational education
## 1506 primary or lower secondary education Any type of vocational education
## 1507            Upper secondary education Any type of vocational education
## 1508            Upper secondary education Any type of vocational education
## 1509 primary or lower secondary education Any type of vocational education
## 1510 primary or lower secondary education Any type of vocational education
## 1511            Upper secondary education Any type of vocational education
## 1512 primary or lower secondary education Any type of vocational education
## 1513            Upper secondary education Any type of vocational education
## 1514            Upper secondary education          No vocational education
## 1515 primary or lower secondary education Any type of vocational education
## 1516            Upper secondary education          No vocational education
## 1517 primary or lower secondary education          No vocational education
## 1518 primary or lower secondary education Any type of vocational education
## 1519            Upper secondary education Any type of vocational education
## 1520            Upper secondary education Any type of vocational education
## 1521 primary or lower secondary education Any type of vocational education
## 1522            Upper secondary education Any type of vocational education
## 1523            Upper secondary education          No vocational education
## 1524 primary or lower secondary education Any type of vocational education
## 1525            Upper secondary education Any type of vocational education
## 1526            Upper secondary education          No vocational education
## 1527 primary or lower secondary education Any type of vocational education
## 1528            Upper secondary education Any type of vocational education
## 1529 primary or lower secondary education Any type of vocational education
## 1530 primary or lower secondary education Any type of vocational education
## 1531 primary or lower secondary education          No vocational education
## 1532 primary or lower secondary education Any type of vocational education
## 1533            Upper secondary education Any type of vocational education
## 1534            Upper secondary education Any type of vocational education
## 1535 primary or lower secondary education Any type of vocational education
## 1536 primary or lower secondary education Any type of vocational education
## 1537            Upper secondary education Any type of vocational education
## 1538            Upper secondary education Any type of vocational education
## 1539            Upper secondary education Any type of vocational education
## 1540 primary or lower secondary education Any type of vocational education
## 1541            Upper secondary education          No vocational education
## 1542 primary or lower secondary education Any type of vocational education
## 1543 primary or lower secondary education Any type of vocational education
## 1544 primary or lower secondary education Any type of vocational education
## 1545 primary or lower secondary education Any type of vocational education
## 1546            Upper secondary education Any type of vocational education
## 1547            Upper secondary education          No vocational education
## 1548            Upper secondary education Any type of vocational education
## 1549 primary or lower secondary education Any type of vocational education
## 1550            Upper secondary education Any type of vocational education
## 1551 primary or lower secondary education Any type of vocational education
## 1552 primary or lower secondary education Any type of vocational education
## 1553 primary or lower secondary education Any type of vocational education
## 1554 primary or lower secondary education Any type of vocational education
## 1555 primary or lower secondary education Any type of vocational education
## 1556 primary or lower secondary education Any type of vocational education
## 1557            Upper secondary education          No vocational education
## 1558 primary or lower secondary education Any type of vocational education
## 1559 primary or lower secondary education Any type of vocational education
## 1560 primary or lower secondary education          No vocational education
## 1561            Upper secondary education Any type of vocational education
## 1562            Upper secondary education Any type of vocational education
## 1563            Upper secondary education          No vocational education
## 1564            Upper secondary education          No vocational education
## 1565            Upper secondary education Any type of vocational education
## 1566            Upper secondary education          No vocational education
## 1567            Upper secondary education Any type of vocational education
## 1568            Upper secondary education Any type of vocational education
## 1569            Upper secondary education Any type of vocational education
## 1570            Upper secondary education          No vocational education
## 1571 primary or lower secondary education Any type of vocational education
## 1572            Upper secondary education Any type of vocational education
## 1573 primary or lower secondary education Any type of vocational education
## 1574 primary or lower secondary education Any type of vocational education
## 1575 primary or lower secondary education Any type of vocational education
## 1576            Upper secondary education          No vocational education
## 1577 primary or lower secondary education Any type of vocational education
## 1578            Upper secondary education Any type of vocational education
## 1579            Upper secondary education          No vocational education
## 1580 primary or lower secondary education          No vocational education
## 1581            Upper secondary education Any type of vocational education
## 1582 primary or lower secondary education Any type of vocational education
## 1583 primary or lower secondary education Any type of vocational education
## 1584            Upper secondary education Any type of vocational education
## 1585 primary or lower secondary education Any type of vocational education
## 1586 primary or lower secondary education Any type of vocational education
## 1587 primary or lower secondary education Any type of vocational education
## 1588 primary or lower secondary education Any type of vocational education
## 1589            Upper secondary education Any type of vocational education
## 1590 primary or lower secondary education          No vocational education
## 1591            Upper secondary education Any type of vocational education
## 1592            Upper secondary education Any type of vocational education
## 1593 primary or lower secondary education Any type of vocational education
## 1594            Upper secondary education          No vocational education
## 1595            Upper secondary education Any type of vocational education
## 1596            Upper secondary education Any type of vocational education
## 1597            Upper secondary education Any type of vocational education
## 1598            Upper secondary education Any type of vocational education
## 1599 primary or lower secondary education Any type of vocational education
## 1600            Upper secondary education Any type of vocational education
## 1601            Upper secondary education          No vocational education
## 1602            Upper secondary education          No vocational education
## 1603            Upper secondary education Any type of vocational education
## 1604            Upper secondary education Any type of vocational education
## 1605            Upper secondary education Any type of vocational education
## 1606            Upper secondary education Any type of vocational education
## 1607 primary or lower secondary education Any type of vocational education
## 1608            Upper secondary education Any type of vocational education
## 1609 primary or lower secondary education Any type of vocational education
## 1610            Upper secondary education Any type of vocational education
## 1611            Upper secondary education Any type of vocational education
## 1612            Upper secondary education Any type of vocational education
## 1613 primary or lower secondary education Any type of vocational education
## 1614 primary or lower secondary education Any type of vocational education
## 1615            Upper secondary education Any type of vocational education
## 1616            Upper secondary education Any type of vocational education
## 1617            Upper secondary education Any type of vocational education
## 1618            Upper secondary education          No vocational education
## 1619            Upper secondary education Any type of vocational education
## 1620            Upper secondary education Any type of vocational education
## 1621 primary or lower secondary education Any type of vocational education
## 1622            Upper secondary education Any type of vocational education
## 1623            Upper secondary education Any type of vocational education
## 1624            Upper secondary education          No vocational education
## 1625            Upper secondary education          No vocational education
## 1626            Upper secondary education Any type of vocational education
## 1627            Upper secondary education Any type of vocational education
## 1628            Upper secondary education Any type of vocational education
## 1629 primary or lower secondary education Any type of vocational education
## 1630            Upper secondary education Any type of vocational education
## 1631            Upper secondary education Any type of vocational education
## 1632            Upper secondary education Any type of vocational education
## 1633            Upper secondary education Any type of vocational education
## 1634            Upper secondary education          No vocational education
## 1635 primary or lower secondary education Any type of vocational education
## 1636            Upper secondary education          No vocational education
## 1637 primary or lower secondary education Any type of vocational education
## 1638            Upper secondary education Any type of vocational education
## 1639            Upper secondary education          No vocational education
## 1640            Upper secondary education Any type of vocational education
## 1641            Upper secondary education Any type of vocational education
## 1642 primary or lower secondary education          No vocational education
## 1643 primary or lower secondary education Any type of vocational education
## 1644            Upper secondary education Any type of vocational education
## 1645            Upper secondary education Any type of vocational education
## 1646            Upper secondary education Any type of vocational education
## 1647            Upper secondary education Any type of vocational education
## 1648            Upper secondary education          No vocational education
## 1649            Upper secondary education Any type of vocational education
## 1650            Upper secondary education Any type of vocational education
## 1651            Upper secondary education Any type of vocational education
## 1652            Upper secondary education Any type of vocational education
## 1653            Upper secondary education Any type of vocational education
## 1654            Upper secondary education Any type of vocational education
## 1655            Upper secondary education Any type of vocational education
## 1656            Upper secondary education Any type of vocational education
## 1657            Upper secondary education          No vocational education
## 1658 primary or lower secondary education          No vocational education
## 1659            Upper secondary education          No vocational education
## 1660            Upper secondary education          No vocational education
## 1661            Upper secondary education Any type of vocational education
## 1662            Upper secondary education          No vocational education
## 1663            Upper secondary education Any type of vocational education
## 1664            Upper secondary education Any type of vocational education
## 1665            Upper secondary education Any type of vocational education
## 1666 primary or lower secondary education Any type of vocational education
## 1667            Upper secondary education Any type of vocational education
## 1668            Upper secondary education          No vocational education
## 1669 primary or lower secondary education          No vocational education
## 1670            Upper secondary education Any type of vocational education
## 1671            Upper secondary education Any type of vocational education
## 1672            Upper secondary education Any type of vocational education
## 1673            Upper secondary education Any type of vocational education
## 1674            Upper secondary education Any type of vocational education
## 1675            Upper secondary education          No vocational education
## 1676            Upper secondary education          No vocational education
## 1677 primary or lower secondary education          No vocational education
## 1678            Upper secondary education Any type of vocational education
## 1679            Upper secondary education Any type of vocational education
## 1680            Upper secondary education Any type of vocational education
## 1681            Upper secondary education Any type of vocational education
## 1682 primary or lower secondary education Any type of vocational education
## 1683            Upper secondary education Any type of vocational education
## 1684            Upper secondary education Any type of vocational education
## 1685 primary or lower secondary education          No vocational education
## 1686            Upper secondary education Any type of vocational education
## 1687            Upper secondary education Any type of vocational education
## 1688            Upper secondary education Any type of vocational education
## 1689            Upper secondary education Any type of vocational education
## 1690 primary or lower secondary education Any type of vocational education
## 1691            Upper secondary education Any type of vocational education
## 1692            Upper secondary education Any type of vocational education
## 1693            Upper secondary education Any type of vocational education
## 1694            Upper secondary education Any type of vocational education
## 1695 primary or lower secondary education Any type of vocational education
## 1696            Upper secondary education          No vocational education
## 1697            Upper secondary education Any type of vocational education
## 1698 primary or lower secondary education Any type of vocational education
## 1699            Upper secondary education Any type of vocational education
## 1700            Upper secondary education Any type of vocational education
## 1701            Upper secondary education Any type of vocational education
## 1702            Upper secondary education Any type of vocational education
## 1703            Upper secondary education Any type of vocational education
## 1704 primary or lower secondary education          No vocational education
## 1705 primary or lower secondary education Any type of vocational education
## 1706 primary or lower secondary education Any type of vocational education
## 1707            Upper secondary education Any type of vocational education
## 1708            Upper secondary education          No vocational education
## 1709 primary or lower secondary education          No vocational education
## 1710 primary or lower secondary education          No vocational education
## 1711 primary or lower secondary education Any type of vocational education
## 1712            Upper secondary education Any type of vocational education
## 1713 primary or lower secondary education Any type of vocational education
## 1714            Upper secondary education          No vocational education
## 1715            Upper secondary education Any type of vocational education
## 1716            Upper secondary education Any type of vocational education
## 1717            Upper secondary education Any type of vocational education
## 1718 primary or lower secondary education Any type of vocational education
## 1719 primary or lower secondary education Any type of vocational education
## 1720 primary or lower secondary education Any type of vocational education
## 1721            Upper secondary education Any type of vocational education
## 1722 primary or lower secondary education Any type of vocational education
## 1723 primary or lower secondary education Any type of vocational education
## 1724            Upper secondary education Any type of vocational education
## 1725            Upper secondary education Any type of vocational education
## 1726 primary or lower secondary education Any type of vocational education
## 1727            Upper secondary education          No vocational education
## 1728            Upper secondary education          No vocational education
## 1729            Upper secondary education Any type of vocational education
## 1730            Upper secondary education Any type of vocational education
## 1731            Upper secondary education Any type of vocational education
## 1732 primary or lower secondary education Any type of vocational education
## 1733 primary or lower secondary education Any type of vocational education
## 1734            Upper secondary education Any type of vocational education
## 1735 primary or lower secondary education Any type of vocational education
## 1736            Upper secondary education Any type of vocational education
## 1737            Upper secondary education Any type of vocational education
## 1738 primary or lower secondary education Any type of vocational education
## 1739            Upper secondary education Any type of vocational education
## 1740 primary or lower secondary education          No vocational education
## 1741            Upper secondary education Any type of vocational education
## 1742            Upper secondary education Any type of vocational education
## 1743            Upper secondary education Any type of vocational education
## 1744 primary or lower secondary education          No vocational education
## 1745            Upper secondary education          No vocational education
## 1746            Upper secondary education          No vocational education
## 1747            Upper secondary education          No vocational education
## 1748            Upper secondary education Any type of vocational education
## 1749            Upper secondary education Any type of vocational education
## 1750            Upper secondary education Any type of vocational education
## 1751            Upper secondary education Any type of vocational education
## 1752 primary or lower secondary education Any type of vocational education
## 1753            Upper secondary education Any type of vocational education
## 1754 primary or lower secondary education Any type of vocational education
## 1755            Upper secondary education Any type of vocational education
## 1756            Upper secondary education          No vocational education
## 1757            Upper secondary education          No vocational education
## 1758            Upper secondary education Any type of vocational education
## 1759 primary or lower secondary education          No vocational education
## 1760            Upper secondary education Any type of vocational education
## 1761 primary or lower secondary education Any type of vocational education
## 1762            Upper secondary education Any type of vocational education
## 1763 primary or lower secondary education Any type of vocational education
## 1764 primary or lower secondary education          No vocational education
## 1765            Upper secondary education          No vocational education
## 1766            Upper secondary education          No vocational education
## 1767 primary or lower secondary education Any type of vocational education
## 1768            Upper secondary education Any type of vocational education
## 1769            Upper secondary education Any type of vocational education
## 1770            Upper secondary education Any type of vocational education
## 1771 primary or lower secondary education Any type of vocational education
## 1772            Upper secondary education          No vocational education
## 1773            Upper secondary education Any type of vocational education
## 1774            Upper secondary education          No vocational education
## 1775            Upper secondary education Any type of vocational education
## 1776            Upper secondary education Any type of vocational education
## 1777            Upper secondary education Any type of vocational education
## 1778            Upper secondary education Any type of vocational education
## 1779            Upper secondary education Any type of vocational education
## 1780            Upper secondary education          No vocational education
## 1781            Upper secondary education Any type of vocational education
## 1782            Upper secondary education Any type of vocational education
## 1783            Upper secondary education Any type of vocational education
## 1784            Upper secondary education Any type of vocational education
## 1785            Upper secondary education          No vocational education
## 1786 primary or lower secondary education Any type of vocational education
## 1787            Upper secondary education Any type of vocational education
## 1788            Upper secondary education Any type of vocational education
## 1789 primary or lower secondary education Any type of vocational education
## 1790            Upper secondary education Any type of vocational education
## 1791            Upper secondary education          No vocational education
## 1792            Upper secondary education Any type of vocational education
## 1793            Upper secondary education Any type of vocational education
## 1794 primary or lower secondary education Any type of vocational education
## 1795            Upper secondary education Any type of vocational education
## 1796            Upper secondary education Any type of vocational education
## 1797            Upper secondary education Any type of vocational education
## 1798 primary or lower secondary education Any type of vocational education
## 1799            Upper secondary education Any type of vocational education
## 1800            Upper secondary education          No vocational education
## 1801 primary or lower secondary education          No vocational education
## 1802 primary or lower secondary education Any type of vocational education
## 1803            Upper secondary education          No vocational education
## 1804            Upper secondary education Any type of vocational education
## 1805            Upper secondary education Any type of vocational education
## 1806 primary or lower secondary education          No vocational education
## 1807            Upper secondary education Any type of vocational education
## 1808 primary or lower secondary education Any type of vocational education
## 1809 primary or lower secondary education Any type of vocational education
## 1810            Upper secondary education Any type of vocational education
## 1811            Upper secondary education          No vocational education
## 1812 primary or lower secondary education Any type of vocational education
## 1813            Upper secondary education Any type of vocational education
## 1814 primary or lower secondary education Any type of vocational education
## 1815 primary or lower secondary education Any type of vocational education
## 1816            Upper secondary education Any type of vocational education
## 1817            Upper secondary education Any type of vocational education
## 1818 primary or lower secondary education          No vocational education
## 1819 primary or lower secondary education Any type of vocational education
## 1820            Upper secondary education Any type of vocational education
## 1821            Upper secondary education Any type of vocational education
## 1822            Upper secondary education Any type of vocational education
## 1823            Upper secondary education Any type of vocational education
## 1824            Upper secondary education Any type of vocational education
## 1825 primary or lower secondary education Any type of vocational education
## 1826            Upper secondary education Any type of vocational education
## 1827 primary or lower secondary education Any type of vocational education
## 1828            Upper secondary education Any type of vocational education
## 1829            Upper secondary education Any type of vocational education
## 1830            Upper secondary education Any type of vocational education
## 1831 primary or lower secondary education Any type of vocational education
## 1832 primary or lower secondary education          No vocational education
## 1833            Upper secondary education Any type of vocational education
## 1834            Upper secondary education Any type of vocational education
## 1835            Upper secondary education Any type of vocational education
## 1836 primary or lower secondary education Any type of vocational education
## 1837 primary or lower secondary education Any type of vocational education
## 1838            Upper secondary education Any type of vocational education
## 1839            Upper secondary education Any type of vocational education
## 1840            Upper secondary education Any type of vocational education
## 1841            Upper secondary education Any type of vocational education
## 1842            Upper secondary education Any type of vocational education
## 1843            Upper secondary education          No vocational education
## 1844 primary or lower secondary education Any type of vocational education
## 1845            Upper secondary education Any type of vocational education
## 1846            Upper secondary education          No vocational education
## 1847            Upper secondary education          No vocational education
## 1848            Upper secondary education Any type of vocational education
## 1849            Upper secondary education Any type of vocational education
## 1850 primary or lower secondary education Any type of vocational education
## 1851            Upper secondary education          No vocational education
## 1852            Upper secondary education Any type of vocational education
## 1853            Upper secondary education Any type of vocational education
## 1854 primary or lower secondary education Any type of vocational education
## 1855            Upper secondary education Any type of vocational education
## 1856            Upper secondary education          No vocational education
## 1857            Upper secondary education          No vocational education
## 1858 primary or lower secondary education          No vocational education
## 1859 primary or lower secondary education Any type of vocational education
## 1860            Upper secondary education Any type of vocational education
## 1861            Upper secondary education Any type of vocational education
## 1862            Upper secondary education Any type of vocational education
## 1863            Upper secondary education          No vocational education
## 1864            Upper secondary education Any type of vocational education
## 1865 primary or lower secondary education Any type of vocational education
## 1866            Upper secondary education Any type of vocational education
## 1867            Upper secondary education Any type of vocational education
## 1868            Upper secondary education Any type of vocational education
## 1869 primary or lower secondary education Any type of vocational education
## 1870            Upper secondary education Any type of vocational education
## 1871            Upper secondary education Any type of vocational education
## 1872            Upper secondary education Any type of vocational education
## 1873            Upper secondary education          No vocational education
## 1874            Upper secondary education Any type of vocational education
## 1875            Upper secondary education Any type of vocational education
## 1876 primary or lower secondary education Any type of vocational education
## 1877 primary or lower secondary education Any type of vocational education
## 1878            Upper secondary education Any type of vocational education
## 1879 primary or lower secondary education Any type of vocational education
## 1880 primary or lower secondary education Any type of vocational education
## 1881 primary or lower secondary education Any type of vocational education
## 1882 primary or lower secondary education          No vocational education
## 1883            Upper secondary education Any type of vocational education
## 1884 primary or lower secondary education          No vocational education
## 1885 primary or lower secondary education Any type of vocational education
## 1886 primary or lower secondary education Any type of vocational education
## 1887 primary or lower secondary education          No vocational education
## 1888 primary or lower secondary education Any type of vocational education
## 1889 primary or lower secondary education Any type of vocational education
## 1890            Upper secondary education Any type of vocational education
## 1891            Upper secondary education          No vocational education
## 1892 primary or lower secondary education Any type of vocational education
## 1893            Upper secondary education Any type of vocational education
## 1894 primary or lower secondary education Any type of vocational education
## 1895            Upper secondary education Any type of vocational education
## 1896 primary or lower secondary education Any type of vocational education
## 1897            Upper secondary education          No vocational education
## 1898            Upper secondary education Any type of vocational education
## 1899            Upper secondary education Any type of vocational education
## 1900            Upper secondary education Any type of vocational education
## 1901            Upper secondary education Any type of vocational education
## 1902            Upper secondary education Any type of vocational education
## 1903            Upper secondary education Any type of vocational education
## 1904 primary or lower secondary education Any type of vocational education
## 1905 primary or lower secondary education Any type of vocational education
## 1906            Upper secondary education          No vocational education
## 1907 primary or lower secondary education          No vocational education
## 1908            Upper secondary education Any type of vocational education
## 1909            Upper secondary education Any type of vocational education
## 1910 primary or lower secondary education Any type of vocational education
## 1911 primary or lower secondary education Any type of vocational education
## 1912 primary or lower secondary education Any type of vocational education
## 1913            Upper secondary education Any type of vocational education
## 1914 primary or lower secondary education Any type of vocational education
## 1915            Upper secondary education Any type of vocational education
## 1916 primary or lower secondary education Any type of vocational education
## 1917 primary or lower secondary education Any type of vocational education
## 1918 primary or lower secondary education Any type of vocational education
## 1919            Upper secondary education Any type of vocational education
## 1920 primary or lower secondary education Any type of vocational education
## 1921            Upper secondary education          No vocational education
## 1922            Upper secondary education Any type of vocational education
## 1923 primary or lower secondary education Any type of vocational education
## 1924            Upper secondary education Any type of vocational education
## 1925            Upper secondary education Any type of vocational education
## 1926            Upper secondary education Any type of vocational education
## 1927            Upper secondary education          No vocational education
## 1928            Upper secondary education          No vocational education
## 1929            Upper secondary education          No vocational education
## 1930 primary or lower secondary education          No vocational education
## 1931            Upper secondary education Any type of vocational education
## 1932 primary or lower secondary education          No vocational education
## 1933 primary or lower secondary education Any type of vocational education
## 1934 primary or lower secondary education          No vocational education
## 1935            Upper secondary education Any type of vocational education
## 1936 primary or lower secondary education          No vocational education
## 1937 primary or lower secondary education Any type of vocational education
## 1938 primary or lower secondary education Any type of vocational education
##               social_class_enter    househould_income_enter
## 1                   Middle class 10,000 - 20,000 euros/year
## 2    Upper middle or upper class     Over 90,000 euros/year
## 3                   Middle class 50,001 - 60,000 euros/year
## 4                  Working class 50,001 - 60,000 euros/year
## 5     Do not belong to any class 70,001 - 80,000 euros/year
## 6    Upper middle or upper class     Over 90,000 euros/year
## 7     Do not belong to any class 40,001 - 50,000 euros/year
## 8     Do not belong to any class 60,001 - 70,000 euros/year
## 9             Lower middle class 50,001 - 60,000 euros/year
## 10                 Working class 70,001 - 80,000 euros/year
## 11                  Middle class 50,001 - 60,000 euros/year
## 12                  Middle class 60,001 - 70,000 euros/year
## 13                 Working class 30,001 - 40,000 euros/year
## 14                  Middle class 50,001 - 60,000 euros/year
## 15                 Working class                       <NA>
## 16                  Middle class 40,001 - 50,000 euros/year
## 17                  Middle class 40,001 - 50,000 euros/year
## 18                  Middle class 40,001 - 50,000 euros/year
## 19                  Middle class 80,001 - 90,000 euros/year
## 20    Do not belong to any class                       <NA>
## 21   Upper middle or upper class     Over 90,000 euros/year
## 22                  Middle class 50,001 - 60,000 euros/year
## 23   Upper middle or upper class 80,001 - 90,000 euros/year
## 24                  Middle class 40,001 - 50,000 euros/year
## 25   Upper middle or upper class     Over 90,000 euros/year
## 26                 Working class    Under 10,000 euros/year
## 27                  Middle class 30,001 - 40,000 euros/year
## 28                  Middle class                       <NA>
## 29            Lower middle class    Under 10,000 euros/year
## 30                  Middle class 10,000 - 20,000 euros/year
## 31   Upper middle or upper class     Over 90,000 euros/year
## 32   Upper middle or upper class     Over 90,000 euros/year
## 33                 Working class                       <NA>
## 34                  Middle class 50,001 - 60,000 euros/year
## 35   Upper middle or upper class     Over 90,000 euros/year
## 36    Do not belong to any class 20,001 - 30,000 euros/year
## 37            Lower middle class 30,001 - 40,000 euros/year
## 38                  Middle class 40,001 - 50,000 euros/year
## 39   Upper middle or upper class 50,001 - 60,000 euros/year
## 40                 Working class     Over 90,000 euros/year
## 41   Upper middle or upper class 10,000 - 20,000 euros/year
## 42                  Middle class 30,001 - 40,000 euros/year
## 43                 Working class 30,001 - 40,000 euros/year
## 44                  Middle class 70,001 - 80,000 euros/year
## 45            Lower middle class 20,001 - 30,000 euros/year
## 46                 Working class 40,001 - 50,000 euros/year
## 47                  Middle class 80,001 - 90,000 euros/year
## 48                  Middle class 40,001 - 50,000 euros/year
## 49            Lower middle class 80,001 - 90,000 euros/year
## 50                  Middle class 30,001 - 40,000 euros/year
## 51                  Middle class 60,001 - 70,000 euros/year
## 52   Upper middle or upper class     Over 90,000 euros/year
## 53                  Middle class 40,001 - 50,000 euros/year
## 54                 Working class 30,001 - 40,000 euros/year
## 55                 Working class 30,001 - 40,000 euros/year
## 56    Do not belong to any class 50,001 - 60,000 euros/year
## 57            Lower middle class 40,001 - 50,000 euros/year
## 58                 Working class 30,001 - 40,000 euros/year
## 59                  Middle class 80,001 - 90,000 euros/year
## 60                  Middle class                       <NA>
## 61                  Middle class 80,001 - 90,000 euros/year
## 62                  Middle class     Over 90,000 euros/year
## 63   Upper middle or upper class 50,001 - 60,000 euros/year
## 64    Do not belong to any class    Under 10,000 euros/year
## 65                  Middle class 40,001 - 50,000 euros/year
## 66            Lower middle class                       <NA>
## 67   Upper middle or upper class 50,001 - 60,000 euros/year
## 68                 Working class 60,001 - 70,000 euros/year
## 69                  Middle class    Under 10,000 euros/year
## 70            Lower middle class 20,001 - 30,000 euros/year
## 71                 Working class 40,001 - 50,000 euros/year
## 72            Lower middle class 70,001 - 80,000 euros/year
## 73                  Middle class 60,001 - 70,000 euros/year
## 74                  Middle class 40,001 - 50,000 euros/year
## 75                 Working class 30,001 - 40,000 euros/year
## 76                 Working class 30,001 - 40,000 euros/year
## 77                  Middle class 30,001 - 40,000 euros/year
## 78                  Middle class     Over 90,000 euros/year
## 79                  Middle class 20,001 - 30,000 euros/year
## 80                 Working class 20,001 - 30,000 euros/year
## 81    Do not belong to any class 20,001 - 30,000 euros/year
## 82                  Middle class 20,001 - 30,000 euros/year
## 83    Do not belong to any class    Under 10,000 euros/year
## 84    Do not belong to any class 50,001 - 60,000 euros/year
## 85                  Middle class     Over 90,000 euros/year
## 86    Do not belong to any class    Under 10,000 euros/year
## 87                 Working class 20,001 - 30,000 euros/year
## 88                  Middle class 40,001 - 50,000 euros/year
## 89            Lower middle class 50,001 - 60,000 euros/year
## 90    Do not belong to any class 20,001 - 30,000 euros/year
## 91    Do not belong to any class    Under 10,000 euros/year
## 92   Upper middle or upper class 80,001 - 90,000 euros/year
## 93            Lower middle class 70,001 - 80,000 euros/year
## 94                  Middle class 50,001 - 60,000 euros/year
## 95                  Middle class    Under 10,000 euros/year
## 96   Upper middle or upper class 70,001 - 80,000 euros/year
## 97   Upper middle or upper class 50,001 - 60,000 euros/year
## 98                 Working class 70,001 - 80,000 euros/year
## 99                 Working class 50,001 - 60,000 euros/year
## 100  Upper middle or upper class                       <NA>
## 101                 Middle class 40,001 - 50,000 euros/year
## 102  Upper middle or upper class 60,001 - 70,000 euros/year
## 103                 Middle class 30,001 - 40,000 euros/year
## 104                 Middle class 40,001 - 50,000 euros/year
## 105                Working class 40,001 - 50,000 euros/year
## 106                 Middle class 60,001 - 70,000 euros/year
## 107  Upper middle or upper class     Over 90,000 euros/year
## 108                Working class 70,001 - 80,000 euros/year
## 109   Do not belong to any class 10,000 - 20,000 euros/year
## 110                 Middle class 50,001 - 60,000 euros/year
## 111                 Middle class 60,001 - 70,000 euros/year
## 112                Working class 40,001 - 50,000 euros/year
## 113  Upper middle or upper class 40,001 - 50,000 euros/year
## 114   Do not belong to any class 30,001 - 40,000 euros/year
## 115  Upper middle or upper class 40,001 - 50,000 euros/year
## 116                 Middle class 60,001 - 70,000 euros/year
## 117                Working class                       <NA>
## 118                 Middle class 70,001 - 80,000 euros/year
## 119           Lower middle class                       <NA>
## 120           Lower middle class 40,001 - 50,000 euros/year
## 121                 Middle class 40,001 - 50,000 euros/year
## 122                 Middle class 60,001 - 70,000 euros/year
## 123                 Middle class 60,001 - 70,000 euros/year
## 124   Do not belong to any class 30,001 - 40,000 euros/year
## 125  Upper middle or upper class     Over 90,000 euros/year
## 126   Do not belong to any class 20,001 - 30,000 euros/year
## 127                 Middle class 50,001 - 60,000 euros/year
## 128                 Middle class 40,001 - 50,000 euros/year
## 129                Working class 60,001 - 70,000 euros/year
## 130                Working class    Under 10,000 euros/year
## 131                Working class 50,001 - 60,000 euros/year
## 132                 Middle class                       <NA>
## 133   Do not belong to any class 50,001 - 60,000 euros/year
## 134  Upper middle or upper class     Over 90,000 euros/year
## 135           Lower middle class 20,001 - 30,000 euros/year
## 136           Lower middle class 30,001 - 40,000 euros/year
## 137                 Middle class 70,001 - 80,000 euros/year
## 138                 Middle class 80,001 - 90,000 euros/year
## 139   Do not belong to any class 60,001 - 70,000 euros/year
## 140                 Middle class 30,001 - 40,000 euros/year
## 141                 Middle class 10,000 - 20,000 euros/year
## 142   Do not belong to any class    Under 10,000 euros/year
## 143           Lower middle class 20,001 - 30,000 euros/year
## 144                 Middle class 50,001 - 60,000 euros/year
## 145           Lower middle class 30,001 - 40,000 euros/year
## 146                Working class 20,001 - 30,000 euros/year
## 147                 Middle class 40,001 - 50,000 euros/year
## 148                 Middle class 20,001 - 30,000 euros/year
## 149                Working class 20,001 - 30,000 euros/year
## 150           Lower middle class 10,000 - 20,000 euros/year
## 151                Working class 30,001 - 40,000 euros/year
## 152                Working class 10,000 - 20,000 euros/year
## 153                Working class 50,001 - 60,000 euros/year
## 154                Working class 10,000 - 20,000 euros/year
## 155                Working class 50,001 - 60,000 euros/year
## 156   Do not belong to any class    Under 10,000 euros/year
## 157           Lower middle class                       <NA>
## 158                 Middle class 30,001 - 40,000 euros/year
## 159   Do not belong to any class 30,001 - 40,000 euros/year
## 160                 Middle class 60,001 - 70,000 euros/year
## 161   Do not belong to any class 20,001 - 30,000 euros/year
## 162  Upper middle or upper class     Over 90,000 euros/year
## 163  Upper middle or upper class 70,001 - 80,000 euros/year
## 164   Do not belong to any class 40,001 - 50,000 euros/year
## 165                Working class 20,001 - 30,000 euros/year
## 166           Lower middle class 40,001 - 50,000 euros/year
## 167                 Middle class 50,001 - 60,000 euros/year
## 168   Do not belong to any class     Over 90,000 euros/year
## 169                 Middle class 50,001 - 60,000 euros/year
## 170   Do not belong to any class 80,001 - 90,000 euros/year
## 171           Lower middle class 50,001 - 60,000 euros/year
## 172                 Middle class                       <NA>
## 173           Lower middle class 30,001 - 40,000 euros/year
## 174                Working class 30,001 - 40,000 euros/year
## 175                Working class 50,001 - 60,000 euros/year
## 176           Lower middle class 40,001 - 50,000 euros/year
## 177   Do not belong to any class 30,001 - 40,000 euros/year
## 178                 Middle class 70,001 - 80,000 euros/year
## 179                 Middle class 40,001 - 50,000 euros/year
## 180   Do not belong to any class 20,001 - 30,000 euros/year
## 181                Working class    Under 10,000 euros/year
## 182                 Middle class 30,001 - 40,000 euros/year
## 183   Do not belong to any class 20,001 - 30,000 euros/year
## 184           Lower middle class 30,001 - 40,000 euros/year
## 185                Working class 30,001 - 40,000 euros/year
## 186  Upper middle or upper class 60,001 - 70,000 euros/year
## 187   Do not belong to any class     Over 90,000 euros/year
## 188   Do not belong to any class 20,001 - 30,000 euros/year
## 189                 Middle class 40,001 - 50,000 euros/year
## 190                 Middle class 20,001 - 30,000 euros/year
## 191                 Middle class                       <NA>
## 192   Do not belong to any class                       <NA>
## 193           Lower middle class 40,001 - 50,000 euros/year
## 194   Do not belong to any class 50,001 - 60,000 euros/year
## 195                Working class    Under 10,000 euros/year
## 196                 Middle class 30,001 - 40,000 euros/year
## 197                Working class 30,001 - 40,000 euros/year
## 198   Do not belong to any class                       <NA>
## 199  Upper middle or upper class     Over 90,000 euros/year
## 200                Working class 70,001 - 80,000 euros/year
## 201           Lower middle class 30,001 - 40,000 euros/year
## 202                Working class 10,000 - 20,000 euros/year
## 203  Upper middle or upper class 40,001 - 50,000 euros/year
## 204           Lower middle class 30,001 - 40,000 euros/year
## 205           Lower middle class    Under 10,000 euros/year
## 206                 Middle class 60,001 - 70,000 euros/year
## 207           Lower middle class 70,001 - 80,000 euros/year
## 208  Upper middle or upper class 80,001 - 90,000 euros/year
## 209   Do not belong to any class 10,000 - 20,000 euros/year
## 210   Do not belong to any class 10,000 - 20,000 euros/year
## 211           Lower middle class                       <NA>
## 212                 Middle class 60,001 - 70,000 euros/year
## 213  Upper middle or upper class     Over 90,000 euros/year
## 214   Do not belong to any class 40,001 - 50,000 euros/year
## 215  Upper middle or upper class 30,001 - 40,000 euros/year
## 216   Do not belong to any class 50,001 - 60,000 euros/year
## 217                 Middle class                       <NA>
## 218                 Middle class 20,001 - 30,000 euros/year
## 219                 Middle class 40,001 - 50,000 euros/year
## 220                 Middle class 10,000 - 20,000 euros/year
## 221                 Middle class 50,001 - 60,000 euros/year
## 222                Working class 30,001 - 40,000 euros/year
## 223   Do not belong to any class 20,001 - 30,000 euros/year
## 224                Working class 50,001 - 60,000 euros/year
## 225                 Middle class 50,001 - 60,000 euros/year
## 226  Upper middle or upper class 40,001 - 50,000 euros/year
## 227           Lower middle class 50,001 - 60,000 euros/year
## 228  Upper middle or upper class 10,000 - 20,000 euros/year
## 229                Working class 10,000 - 20,000 euros/year
## 230   Do not belong to any class 50,001 - 60,000 euros/year
## 231                 Middle class                       <NA>
## 232                Working class 50,001 - 60,000 euros/year
## 233           Lower middle class     Over 90,000 euros/year
## 234                 Middle class 10,000 - 20,000 euros/year
## 235                 Middle class 10,000 - 20,000 euros/year
## 236                 Middle class 60,001 - 70,000 euros/year
## 237                 Middle class 50,001 - 60,000 euros/year
## 238                 Middle class 50,001 - 60,000 euros/year
## 239                 Middle class 30,001 - 40,000 euros/year
## 240                 Middle class 20,001 - 30,000 euros/year
## 241           Lower middle class 10,000 - 20,000 euros/year
## 242                 Middle class     Over 90,000 euros/year
## 243   Do not belong to any class 50,001 - 60,000 euros/year
## 244  Upper middle or upper class     Over 90,000 euros/year
## 245                 Middle class 50,001 - 60,000 euros/year
## 246                 Middle class    Under 10,000 euros/year
## 247                Working class 30,001 - 40,000 euros/year
## 248  Upper middle or upper class 80,001 - 90,000 euros/year
## 249   Do not belong to any class 40,001 - 50,000 euros/year
## 250   Do not belong to any class                       <NA>
## 251           Lower middle class 20,001 - 30,000 euros/year
## 252                 Middle class 50,001 - 60,000 euros/year
## 253  Upper middle or upper class     Over 90,000 euros/year
## 254                Working class 60,001 - 70,000 euros/year
## 255                 Middle class 60,001 - 70,000 euros/year
## 256                 Middle class 30,001 - 40,000 euros/year
## 257           Lower middle class 30,001 - 40,000 euros/year
## 258                Working class 10,000 - 20,000 euros/year
## 259           Lower middle class 30,001 - 40,000 euros/year
## 260                Working class 40,001 - 50,000 euros/year
## 261                 Middle class     Over 90,000 euros/year
## 262                 Middle class 60,001 - 70,000 euros/year
## 263                Working class 10,000 - 20,000 euros/year
## 264                 Middle class 80,001 - 90,000 euros/year
## 265                 Middle class 40,001 - 50,000 euros/year
## 266                 Middle class 20,001 - 30,000 euros/year
## 267  Upper middle or upper class 40,001 - 50,000 euros/year
## 268           Lower middle class 40,001 - 50,000 euros/year
## 269   Do not belong to any class 20,001 - 30,000 euros/year
## 270                Working class 20,001 - 30,000 euros/year
## 271   Do not belong to any class                       <NA>
## 272                Working class 50,001 - 60,000 euros/year
## 273                 Middle class 40,001 - 50,000 euros/year
## 274                Working class 40,001 - 50,000 euros/year
## 275   Do not belong to any class 10,000 - 20,000 euros/year
## 276   Do not belong to any class                       <NA>
## 277                Working class 30,001 - 40,000 euros/year
## 278                Working class 10,000 - 20,000 euros/year
## 279                 Middle class     Over 90,000 euros/year
## 280                 Middle class 40,001 - 50,000 euros/year
## 281                 Middle class 50,001 - 60,000 euros/year
## 282                Working class 30,001 - 40,000 euros/year
## 283   Do not belong to any class 40,001 - 50,000 euros/year
## 284                Working class 50,001 - 60,000 euros/year
## 285           Lower middle class 10,000 - 20,000 euros/year
## 286                Working class                       <NA>
## 287                 Middle class 60,001 - 70,000 euros/year
## 288           Lower middle class    Under 10,000 euros/year
## 289                 Middle class 50,001 - 60,000 euros/year
## 290           Lower middle class 50,001 - 60,000 euros/year
## 291                 Middle class 30,001 - 40,000 euros/year
## 292   Do not belong to any class 40,001 - 50,000 euros/year
## 293                 Middle class 70,001 - 80,000 euros/year
## 294                Working class    Under 10,000 euros/year
## 295           Lower middle class 20,001 - 30,000 euros/year
## 296                 Middle class 30,001 - 40,000 euros/year
## 297                Working class 20,001 - 30,000 euros/year
## 298           Lower middle class 30,001 - 40,000 euros/year
## 299           Lower middle class 20,001 - 30,000 euros/year
## 300  Upper middle or upper class 40,001 - 50,000 euros/year
## 301   Do not belong to any class 10,000 - 20,000 euros/year
## 302                 Middle class     Over 90,000 euros/year
## 303  Upper middle or upper class 30,001 - 40,000 euros/year
## 304           Lower middle class 50,001 - 60,000 euros/year
## 305                 Middle class 10,000 - 20,000 euros/year
## 306   Do not belong to any class 30,001 - 40,000 euros/year
## 307  Upper middle or upper class                       <NA>
## 308   Do not belong to any class                       <NA>
## 309                Working class 30,001 - 40,000 euros/year
## 310                Working class 20,001 - 30,000 euros/year
## 311                 Middle class 40,001 - 50,000 euros/year
## 312  Upper middle or upper class 60,001 - 70,000 euros/year
## 313   Do not belong to any class                       <NA>
## 314                 Middle class 30,001 - 40,000 euros/year
## 315                 Middle class 20,001 - 30,000 euros/year
## 316                 Middle class 30,001 - 40,000 euros/year
## 317                 Middle class 50,001 - 60,000 euros/year
## 318                Working class 10,000 - 20,000 euros/year
## 319                Working class 40,001 - 50,000 euros/year
## 320   Do not belong to any class 10,000 - 20,000 euros/year
## 321   Do not belong to any class 30,001 - 40,000 euros/year
## 322                 Middle class 40,001 - 50,000 euros/year
## 323                Working class 10,000 - 20,000 euros/year
## 324                 Middle class 70,001 - 80,000 euros/year
## 325           Lower middle class 30,001 - 40,000 euros/year
## 326                 Middle class 20,001 - 30,000 euros/year
## 327                Working class 10,000 - 20,000 euros/year
## 328                 Middle class 40,001 - 50,000 euros/year
## 329                Working class 20,001 - 30,000 euros/year
## 330                Working class 20,001 - 30,000 euros/year
## 331                 Middle class 30,001 - 40,000 euros/year
## 332   Do not belong to any class 30,001 - 40,000 euros/year
## 333                 Middle class 50,001 - 60,000 euros/year
## 334                 Middle class 80,001 - 90,000 euros/year
## 335  Upper middle or upper class 20,001 - 30,000 euros/year
## 336  Upper middle or upper class 50,001 - 60,000 euros/year
## 337                Working class 60,001 - 70,000 euros/year
## 338           Lower middle class 10,000 - 20,000 euros/year
## 339           Lower middle class 50,001 - 60,000 euros/year
## 340                Working class 40,001 - 50,000 euros/year
## 341           Lower middle class 60,001 - 70,000 euros/year
## 342                 Middle class 60,001 - 70,000 euros/year
## 343   Do not belong to any class 50,001 - 60,000 euros/year
## 344   Do not belong to any class 50,001 - 60,000 euros/year
## 345           Lower middle class                       <NA>
## 346   Do not belong to any class 30,001 - 40,000 euros/year
## 347   Do not belong to any class 30,001 - 40,000 euros/year
## 348                 Middle class 80,001 - 90,000 euros/year
## 349                Working class 20,001 - 30,000 euros/year
## 350           Lower middle class                       <NA>
## 351  Upper middle or upper class 70,001 - 80,000 euros/year
## 352                Working class 40,001 - 50,000 euros/year
## 353                Working class                       <NA>
## 354                 Middle class 30,001 - 40,000 euros/year
## 355           Lower middle class 10,000 - 20,000 euros/year
## 356                 Middle class 40,001 - 50,000 euros/year
## 357                 Middle class 70,001 - 80,000 euros/year
## 358  Upper middle or upper class 70,001 - 80,000 euros/year
## 359   Do not belong to any class 30,001 - 40,000 euros/year
## 360                 Middle class 50,001 - 60,000 euros/year
## 361  Upper middle or upper class     Over 90,000 euros/year
## 362                Working class 20,001 - 30,000 euros/year
## 363                 Middle class 20,001 - 30,000 euros/year
## 364                 Middle class 40,001 - 50,000 euros/year
## 365                 Middle class 20,001 - 30,000 euros/year
## 366                Working class 60,001 - 70,000 euros/year
## 367                Working class 70,001 - 80,000 euros/year
## 368                 Middle class 60,001 - 70,000 euros/year
## 369                 Middle class 50,001 - 60,000 euros/year
## 370                 Middle class 60,001 - 70,000 euros/year
## 371                 Middle class 50,001 - 60,000 euros/year
## 372                 Middle class 50,001 - 60,000 euros/year
## 373           Lower middle class 10,000 - 20,000 euros/year
## 374                 Middle class     Over 90,000 euros/year
## 375   Do not belong to any class 20,001 - 30,000 euros/year
## 376   Do not belong to any class 20,001 - 30,000 euros/year
## 377   Do not belong to any class 10,000 - 20,000 euros/year
## 378  Upper middle or upper class                       <NA>
## 379                Working class     Over 90,000 euros/year
## 380  Upper middle or upper class     Over 90,000 euros/year
## 381                Working class    Under 10,000 euros/year
## 382                 Middle class 50,001 - 60,000 euros/year
## 383                 Middle class 50,001 - 60,000 euros/year
## 384                Working class 20,001 - 30,000 euros/year
## 385           Lower middle class 40,001 - 50,000 euros/year
## 386   Do not belong to any class 20,001 - 30,000 euros/year
## 387                 Middle class 30,001 - 40,000 euros/year
## 388           Lower middle class 20,001 - 30,000 euros/year
## 389   Do not belong to any class 30,001 - 40,000 euros/year
## 390                Working class                       <NA>
## 391                 Middle class 70,001 - 80,000 euros/year
## 392                 Middle class 60,001 - 70,000 euros/year
## 393                 Middle class 30,001 - 40,000 euros/year
## 394   Do not belong to any class 40,001 - 50,000 euros/year
## 395                Working class 30,001 - 40,000 euros/year
## 396                Working class 30,001 - 40,000 euros/year
## 397           Lower middle class 30,001 - 40,000 euros/year
## 398                 Middle class     Over 90,000 euros/year
## 399                 Middle class 80,001 - 90,000 euros/year
## 400   Do not belong to any class 60,001 - 70,000 euros/year
## 401                 Middle class 20,001 - 30,000 euros/year
## 402   Do not belong to any class 60,001 - 70,000 euros/year
## 403                Working class 40,001 - 50,000 euros/year
## 404   Do not belong to any class 70,001 - 80,000 euros/year
## 405                 Middle class 30,001 - 40,000 euros/year
## 406           Lower middle class    Under 10,000 euros/year
## 407                Working class 50,001 - 60,000 euros/year
## 408                 Middle class 60,001 - 70,000 euros/year
## 409                 Middle class 20,001 - 30,000 euros/year
## 410                 Middle class    Under 10,000 euros/year
## 411                Working class 30,001 - 40,000 euros/year
## 412                Working class    Under 10,000 euros/year
## 413                 Middle class    Under 10,000 euros/year
## 414                 Middle class 20,001 - 30,000 euros/year
## 415  Upper middle or upper class     Over 90,000 euros/year
## 416                Working class 10,000 - 20,000 euros/year
## 417  Upper middle or upper class 40,001 - 50,000 euros/year
## 418  Upper middle or upper class 60,001 - 70,000 euros/year
## 419           Lower middle class 20,001 - 30,000 euros/year
## 420                 Middle class 70,001 - 80,000 euros/year
## 421                 Middle class 30,001 - 40,000 euros/year
## 422                 Middle class                       <NA>
## 423                 Middle class 40,001 - 50,000 euros/year
## 424           Lower middle class                       <NA>
## 425   Do not belong to any class 40,001 - 50,000 euros/year
## 426                Working class 40,001 - 50,000 euros/year
## 427   Do not belong to any class 40,001 - 50,000 euros/year
## 428                Working class 20,001 - 30,000 euros/year
## 429  Upper middle or upper class     Over 90,000 euros/year
## 430                Working class 30,001 - 40,000 euros/year
## 431                 Middle class 30,001 - 40,000 euros/year
## 432   Do not belong to any class    Under 10,000 euros/year
## 433                 Middle class 60,001 - 70,000 euros/year
## 434  Upper middle or upper class 60,001 - 70,000 euros/year
## 435  Upper middle or upper class    Under 10,000 euros/year
## 436                 Middle class 40,001 - 50,000 euros/year
## 437  Upper middle or upper class 60,001 - 70,000 euros/year
## 438                 Middle class 20,001 - 30,000 euros/year
## 439                 Middle class 40,001 - 50,000 euros/year
## 440                Working class 20,001 - 30,000 euros/year
## 441                Working class 40,001 - 50,000 euros/year
## 442                Working class 40,001 - 50,000 euros/year
## 443                Working class 10,000 - 20,000 euros/year
## 444           Lower middle class 30,001 - 40,000 euros/year
## 445                 Middle class 30,001 - 40,000 euros/year
## 446                 Middle class 80,001 - 90,000 euros/year
## 447                 Middle class 70,001 - 80,000 euros/year
## 448   Do not belong to any class 30,001 - 40,000 euros/year
## 449  Upper middle or upper class 60,001 - 70,000 euros/year
## 450           Lower middle class 20,001 - 30,000 euros/year
## 451                Working class 20,001 - 30,000 euros/year
## 452                Working class 30,001 - 40,000 euros/year
## 453   Do not belong to any class 50,001 - 60,000 euros/year
## 454                Working class                       <NA>
## 455   Do not belong to any class 10,000 - 20,000 euros/year
## 456                 Middle class                       <NA>
## 457   Do not belong to any class 30,001 - 40,000 euros/year
## 458   Do not belong to any class                       <NA>
## 459   Do not belong to any class 30,001 - 40,000 euros/year
## 460  Upper middle or upper class 80,001 - 90,000 euros/year
## 461  Upper middle or upper class 40,001 - 50,000 euros/year
## 462  Upper middle or upper class 50,001 - 60,000 euros/year
## 463                 Middle class 50,001 - 60,000 euros/year
## 464   Do not belong to any class                       <NA>
## 465                 Middle class 80,001 - 90,000 euros/year
## 466                Working class 60,001 - 70,000 euros/year
## 467                 Middle class 30,001 - 40,000 euros/year
## 468   Do not belong to any class    Under 10,000 euros/year
## 469   Do not belong to any class    Under 10,000 euros/year
## 470   Do not belong to any class 40,001 - 50,000 euros/year
## 471                Working class 40,001 - 50,000 euros/year
## 472                 Middle class 30,001 - 40,000 euros/year
## 473                 Middle class 70,001 - 80,000 euros/year
## 474           Lower middle class 20,001 - 30,000 euros/year
## 475                Working class 30,001 - 40,000 euros/year
## 476                 Middle class 80,001 - 90,000 euros/year
## 477   Do not belong to any class 50,001 - 60,000 euros/year
## 478                 Middle class 70,001 - 80,000 euros/year
## 479   Do not belong to any class    Under 10,000 euros/year
## 480                 Middle class 80,001 - 90,000 euros/year
## 481                 Middle class 30,001 - 40,000 euros/year
## 482  Upper middle or upper class 30,001 - 40,000 euros/year
## 483   Do not belong to any class 20,001 - 30,000 euros/year
## 484           Lower middle class 30,001 - 40,000 euros/year
## 485           Lower middle class 30,001 - 40,000 euros/year
## 486  Upper middle or upper class     Over 90,000 euros/year
## 487           Lower middle class 50,001 - 60,000 euros/year
## 488                 Middle class 60,001 - 70,000 euros/year
## 489           Lower middle class 20,001 - 30,000 euros/year
## 490  Upper middle or upper class 70,001 - 80,000 euros/year
## 491  Upper middle or upper class 50,001 - 60,000 euros/year
## 492                 Middle class                       <NA>
## 493   Do not belong to any class 20,001 - 30,000 euros/year
## 494           Lower middle class 40,001 - 50,000 euros/year
## 495                Working class 10,000 - 20,000 euros/year
## 496                Working class 20,001 - 30,000 euros/year
## 497                Working class 20,001 - 30,000 euros/year
## 498                Working class    Under 10,000 euros/year
## 499                 Middle class 80,001 - 90,000 euros/year
## 500  Upper middle or upper class 30,001 - 40,000 euros/year
## 501                 Middle class 30,001 - 40,000 euros/year
## 502                 Middle class 20,001 - 30,000 euros/year
## 503  Upper middle or upper class 50,001 - 60,000 euros/year
## 504                 Middle class 10,000 - 20,000 euros/year
## 505                 Middle class                       <NA>
## 506   Do not belong to any class 20,001 - 30,000 euros/year
## 507                 Middle class     Over 90,000 euros/year
## 508  Upper middle or upper class                       <NA>
## 509                Working class 50,001 - 60,000 euros/year
## 510                 Middle class    Under 10,000 euros/year
## 511           Lower middle class 20,001 - 30,000 euros/year
## 512                Working class 10,000 - 20,000 euros/year
## 513                 Middle class                       <NA>
## 514                Working class 20,001 - 30,000 euros/year
## 515                 Middle class 30,001 - 40,000 euros/year
## 516   Do not belong to any class 60,001 - 70,000 euros/year
## 517                 Middle class 70,001 - 80,000 euros/year
## 518                Working class 50,001 - 60,000 euros/year
## 519                 Middle class 40,001 - 50,000 euros/year
## 520           Lower middle class 60,001 - 70,000 euros/year
## 521           Lower middle class 50,001 - 60,000 euros/year
## 522           Lower middle class 40,001 - 50,000 euros/year
## 523  Upper middle or upper class 50,001 - 60,000 euros/year
## 524  Upper middle or upper class 60,001 - 70,000 euros/year
## 525                Working class    Under 10,000 euros/year
## 526                 Middle class 40,001 - 50,000 euros/year
## 527   Do not belong to any class 40,001 - 50,000 euros/year
## 528           Lower middle class                       <NA>
## 529                 Middle class 30,001 - 40,000 euros/year
## 530                 Middle class 40,001 - 50,000 euros/year
## 531                Working class 40,001 - 50,000 euros/year
## 532                Working class 10,000 - 20,000 euros/year
## 533                 Middle class 30,001 - 40,000 euros/year
## 534                Working class 20,001 - 30,000 euros/year
## 535                Working class 10,000 - 20,000 euros/year
## 536                Working class 20,001 - 30,000 euros/year
## 537  Upper middle or upper class     Over 90,000 euros/year
## 538                 Middle class                       <NA>
## 539   Do not belong to any class 40,001 - 50,000 euros/year
## 540           Lower middle class 30,001 - 40,000 euros/year
## 541           Lower middle class 10,000 - 20,000 euros/year
## 542  Upper middle or upper class 80,001 - 90,000 euros/year
## 543                 Middle class 40,001 - 50,000 euros/year
## 544                 Middle class                       <NA>
## 545                 Middle class 70,001 - 80,000 euros/year
## 546                Working class 10,000 - 20,000 euros/year
## 547  Upper middle or upper class 10,000 - 20,000 euros/year
## 548  Upper middle or upper class 50,001 - 60,000 euros/year
## 549           Lower middle class 10,000 - 20,000 euros/year
## 550                 Middle class     Over 90,000 euros/year
## 551                 Middle class 20,001 - 30,000 euros/year
## 552                 Middle class 50,001 - 60,000 euros/year
## 553                Working class 30,001 - 40,000 euros/year
## 554                 Middle class 40,001 - 50,000 euros/year
## 555                 Middle class 30,001 - 40,000 euros/year
## 556  Upper middle or upper class 70,001 - 80,000 euros/year
## 557                 Middle class 60,001 - 70,000 euros/year
## 558                 Middle class 40,001 - 50,000 euros/year
## 559                 Middle class 40,001 - 50,000 euros/year
## 560           Lower middle class 20,001 - 30,000 euros/year
## 561                 Middle class 80,001 - 90,000 euros/year
## 562                Working class 60,001 - 70,000 euros/year
## 563   Do not belong to any class 40,001 - 50,000 euros/year
## 564                Working class 20,001 - 30,000 euros/year
## 565   Do not belong to any class 20,001 - 30,000 euros/year
## 566                Working class 40,001 - 50,000 euros/year
## 567                 Middle class 40,001 - 50,000 euros/year
## 568           Lower middle class 40,001 - 50,000 euros/year
## 569                 Middle class                       <NA>
## 570                 Middle class 70,001 - 80,000 euros/year
## 571  Upper middle or upper class 30,001 - 40,000 euros/year
## 572                 Middle class 20,001 - 30,000 euros/year
## 573           Lower middle class 60,001 - 70,000 euros/year
## 574                 Middle class 60,001 - 70,000 euros/year
## 575                 Middle class 40,001 - 50,000 euros/year
## 576           Lower middle class 40,001 - 50,000 euros/year
## 577           Lower middle class 60,001 - 70,000 euros/year
## 578   Do not belong to any class 80,001 - 90,000 euros/year
## 579                 Middle class                       <NA>
## 580   Do not belong to any class 30,001 - 40,000 euros/year
## 581           Lower middle class 20,001 - 30,000 euros/year
## 582                Working class 40,001 - 50,000 euros/year
## 583                 Middle class 30,001 - 40,000 euros/year
## 584  Upper middle or upper class 70,001 - 80,000 euros/year
## 585                 Middle class 20,001 - 30,000 euros/year
## 586                 Middle class 50,001 - 60,000 euros/year
## 587                 Middle class 60,001 - 70,000 euros/year
## 588                 Middle class 70,001 - 80,000 euros/year
## 589   Do not belong to any class                       <NA>
## 590  Upper middle or upper class                       <NA>
## 591           Lower middle class 60,001 - 70,000 euros/year
## 592                 Middle class 40,001 - 50,000 euros/year
## 593           Lower middle class 30,001 - 40,000 euros/year
## 594           Lower middle class 10,000 - 20,000 euros/year
## 595                Working class 30,001 - 40,000 euros/year
## 596   Do not belong to any class     Over 90,000 euros/year
## 597           Lower middle class 20,001 - 30,000 euros/year
## 598   Do not belong to any class 10,000 - 20,000 euros/year
## 599                Working class 30,001 - 40,000 euros/year
## 600                 Middle class 10,000 - 20,000 euros/year
## 601                Working class 40,001 - 50,000 euros/year
## 602                Working class 70,001 - 80,000 euros/year
## 603                Working class 20,001 - 30,000 euros/year
## 604                 Middle class 60,001 - 70,000 euros/year
## 605                Working class 20,001 - 30,000 euros/year
## 606   Do not belong to any class    Under 10,000 euros/year
## 607                 Middle class 60,001 - 70,000 euros/year
## 608                 Middle class 50,001 - 60,000 euros/year
## 609                 Middle class 40,001 - 50,000 euros/year
## 610   Do not belong to any class 30,001 - 40,000 euros/year
## 611  Upper middle or upper class 30,001 - 40,000 euros/year
## 612   Do not belong to any class 10,000 - 20,000 euros/year
## 613           Lower middle class 50,001 - 60,000 euros/year
## 614           Lower middle class 30,001 - 40,000 euros/year
## 615   Do not belong to any class     Over 90,000 euros/year
## 616  Upper middle or upper class     Over 90,000 euros/year
## 617                Working class 30,001 - 40,000 euros/year
## 618   Do not belong to any class 40,001 - 50,000 euros/year
## 619                 Middle class 50,001 - 60,000 euros/year
## 620   Do not belong to any class    Under 10,000 euros/year
## 621   Do not belong to any class                       <NA>
## 622                 Middle class 30,001 - 40,000 euros/year
## 623           Lower middle class 30,001 - 40,000 euros/year
## 624  Upper middle or upper class 60,001 - 70,000 euros/year
## 625  Upper middle or upper class 80,001 - 90,000 euros/year
## 626                 Middle class 20,001 - 30,000 euros/year
## 627           Lower middle class 50,001 - 60,000 euros/year
## 628                 Middle class 50,001 - 60,000 euros/year
## 629                Working class 20,001 - 30,000 euros/year
## 630   Do not belong to any class 10,000 - 20,000 euros/year
## 631           Lower middle class 10,000 - 20,000 euros/year
## 632   Do not belong to any class 40,001 - 50,000 euros/year
## 633           Lower middle class                       <NA>
## 634           Lower middle class 30,001 - 40,000 euros/year
## 635                 Middle class                       <NA>
## 636   Do not belong to any class                       <NA>
## 637   Do not belong to any class 40,001 - 50,000 euros/year
## 638                 Middle class 70,001 - 80,000 euros/year
## 639                 Middle class 60,001 - 70,000 euros/year
## 640           Lower middle class 60,001 - 70,000 euros/year
## 641                 Middle class 40,001 - 50,000 euros/year
## 642           Lower middle class 20,001 - 30,000 euros/year
## 643   Do not belong to any class    Under 10,000 euros/year
## 644  Upper middle or upper class 70,001 - 80,000 euros/year
## 645                Working class 20,001 - 30,000 euros/year
## 646                Working class 10,000 - 20,000 euros/year
## 647                Working class    Under 10,000 euros/year
## 648                 Middle class                       <NA>
## 649   Do not belong to any class                       <NA>
## 650                Working class 20,001 - 30,000 euros/year
## 651                Working class 60,001 - 70,000 euros/year
## 652   Do not belong to any class 20,001 - 30,000 euros/year
## 653           Lower middle class 30,001 - 40,000 euros/year
## 654                 Middle class 10,000 - 20,000 euros/year
## 655                Working class 70,001 - 80,000 euros/year
## 656                 Middle class 60,001 - 70,000 euros/year
## 657                Working class 10,000 - 20,000 euros/year
## 658                 Middle class     Over 90,000 euros/year
## 659   Do not belong to any class 10,000 - 20,000 euros/year
## 660                Working class                       <NA>
## 661                 Middle class 20,001 - 30,000 euros/year
## 662   Do not belong to any class 20,001 - 30,000 euros/year
## 663                Working class                       <NA>
## 664                 Middle class    Under 10,000 euros/year
## 665   Do not belong to any class 30,001 - 40,000 euros/year
## 666                Working class 20,001 - 30,000 euros/year
## 667   Do not belong to any class                       <NA>
## 668                 Middle class 40,001 - 50,000 euros/year
## 669                 Middle class 50,001 - 60,000 euros/year
## 670                 Middle class 70,001 - 80,000 euros/year
## 671                 Middle class 30,001 - 40,000 euros/year
## 672  Upper middle or upper class 60,001 - 70,000 euros/year
## 673           Lower middle class 30,001 - 40,000 euros/year
## 674                 Middle class 60,001 - 70,000 euros/year
## 675                 Middle class 30,001 - 40,000 euros/year
## 676                 Middle class                       <NA>
## 677  Upper middle or upper class 30,001 - 40,000 euros/year
## 678   Do not belong to any class    Under 10,000 euros/year
## 679                 Middle class 60,001 - 70,000 euros/year
## 680           Lower middle class 60,001 - 70,000 euros/year
## 681                Working class    Under 10,000 euros/year
## 682  Upper middle or upper class     Over 90,000 euros/year
## 683                Working class 20,001 - 30,000 euros/year
## 684                Working class 20,001 - 30,000 euros/year
## 685   Do not belong to any class                       <NA>
## 686                Working class 20,001 - 30,000 euros/year
## 687                 Middle class 50,001 - 60,000 euros/year
## 688   Do not belong to any class 20,001 - 30,000 euros/year
## 689  Upper middle or upper class 50,001 - 60,000 euros/year
## 690   Do not belong to any class 10,000 - 20,000 euros/year
## 691           Lower middle class 50,001 - 60,000 euros/year
## 692                Working class 20,001 - 30,000 euros/year
## 693                Working class 20,001 - 30,000 euros/year
## 694                 Middle class                       <NA>
## 695           Lower middle class 10,000 - 20,000 euros/year
## 696                 Middle class 70,001 - 80,000 euros/year
## 697           Lower middle class 40,001 - 50,000 euros/year
## 698   Do not belong to any class 60,001 - 70,000 euros/year
## 699  Upper middle or upper class                       <NA>
## 700                 Middle class 70,001 - 80,000 euros/year
## 701                Working class 20,001 - 30,000 euros/year
## 702                 Middle class 70,001 - 80,000 euros/year
## 703                 Middle class 10,000 - 20,000 euros/year
## 704                 Middle class 10,000 - 20,000 euros/year
## 705                Working class    Under 10,000 euros/year
## 706   Do not belong to any class 10,000 - 20,000 euros/year
## 707                 Middle class     Over 90,000 euros/year
## 708                 Middle class 60,001 - 70,000 euros/year
## 709                 Middle class 60,001 - 70,000 euros/year
## 710   Do not belong to any class                       <NA>
## 711   Do not belong to any class 30,001 - 40,000 euros/year
## 712                 Middle class                       <NA>
## 713                 Middle class 30,001 - 40,000 euros/year
## 714                Working class 60,001 - 70,000 euros/year
## 715           Lower middle class    Under 10,000 euros/year
## 716           Lower middle class 50,001 - 60,000 euros/year
## 717   Do not belong to any class 30,001 - 40,000 euros/year
## 718                 Middle class 50,001 - 60,000 euros/year
## 719                Working class 10,000 - 20,000 euros/year
## 720           Lower middle class    Under 10,000 euros/year
## 721                Working class 10,000 - 20,000 euros/year
## 722                Working class                       <NA>
## 723                Working class 50,001 - 60,000 euros/year
## 724                Working class 30,001 - 40,000 euros/year
## 725                Working class 40,001 - 50,000 euros/year
## 726  Upper middle or upper class     Over 90,000 euros/year
## 727   Do not belong to any class 60,001 - 70,000 euros/year
## 728                Working class                       <NA>
## 729   Do not belong to any class    Under 10,000 euros/year
## 730           Lower middle class 30,001 - 40,000 euros/year
## 731                 Middle class 60,001 - 70,000 euros/year
## 732                 Middle class 10,000 - 20,000 euros/year
## 733                 Middle class 50,001 - 60,000 euros/year
## 734   Do not belong to any class                       <NA>
## 735                Working class 10,000 - 20,000 euros/year
## 736   Do not belong to any class 50,001 - 60,000 euros/year
## 737  Upper middle or upper class 40,001 - 50,000 euros/year
## 738   Do not belong to any class                       <NA>
## 739                 Middle class 50,001 - 60,000 euros/year
## 740                 Middle class 50,001 - 60,000 euros/year
## 741                 Middle class 30,001 - 40,000 euros/year
## 742                 Middle class 40,001 - 50,000 euros/year
## 743           Lower middle class 20,001 - 30,000 euros/year
## 744           Lower middle class 20,001 - 30,000 euros/year
## 745  Upper middle or upper class 50,001 - 60,000 euros/year
## 746                 Middle class 60,001 - 70,000 euros/year
## 747                 Middle class 20,001 - 30,000 euros/year
## 748  Upper middle or upper class 60,001 - 70,000 euros/year
## 749                Working class 20,001 - 30,000 euros/year
## 750   Do not belong to any class 10,000 - 20,000 euros/year
## 751   Do not belong to any class 40,001 - 50,000 euros/year
## 752   Do not belong to any class 30,001 - 40,000 euros/year
## 753                 Middle class 50,001 - 60,000 euros/year
## 754                Working class 20,001 - 30,000 euros/year
## 755                 Middle class 40,001 - 50,000 euros/year
## 756                 Middle class 50,001 - 60,000 euros/year
## 757                 Middle class 30,001 - 40,000 euros/year
## 758                Working class 70,001 - 80,000 euros/year
## 759   Do not belong to any class 50,001 - 60,000 euros/year
## 760                Working class 10,000 - 20,000 euros/year
## 761  Upper middle or upper class 60,001 - 70,000 euros/year
## 762                 Middle class 40,001 - 50,000 euros/year
## 763                 Middle class 20,001 - 30,000 euros/year
## 764  Upper middle or upper class                       <NA>
## 765                 Middle class 20,001 - 30,000 euros/year
## 766           Lower middle class 80,001 - 90,000 euros/year
## 767                 Middle class 30,001 - 40,000 euros/year
## 768   Do not belong to any class 10,000 - 20,000 euros/year
## 769                Working class 10,000 - 20,000 euros/year
## 770   Do not belong to any class 40,001 - 50,000 euros/year
## 771           Lower middle class 30,001 - 40,000 euros/year
## 772  Upper middle or upper class     Over 90,000 euros/year
## 773           Lower middle class 70,001 - 80,000 euros/year
## 774                 Middle class 70,001 - 80,000 euros/year
## 775                 Middle class    Under 10,000 euros/year
## 776                Working class 30,001 - 40,000 euros/year
## 777                 Middle class 30,001 - 40,000 euros/year
## 778  Upper middle or upper class 30,001 - 40,000 euros/year
## 779   Do not belong to any class 30,001 - 40,000 euros/year
## 780  Upper middle or upper class 50,001 - 60,000 euros/year
## 781                Working class 10,000 - 20,000 euros/year
## 782  Upper middle or upper class 80,001 - 90,000 euros/year
## 783                Working class 30,001 - 40,000 euros/year
## 784   Do not belong to any class 40,001 - 50,000 euros/year
## 785                 Middle class 70,001 - 80,000 euros/year
## 786                 Middle class 40,001 - 50,000 euros/year
## 787                Working class 50,001 - 60,000 euros/year
## 788                Working class    Under 10,000 euros/year
## 789   Do not belong to any class    Under 10,000 euros/year
## 790  Upper middle or upper class 50,001 - 60,000 euros/year
## 791                 Middle class 60,001 - 70,000 euros/year
## 792  Upper middle or upper class 50,001 - 60,000 euros/year
## 793                 Middle class 40,001 - 50,000 euros/year
## 794                Working class 60,001 - 70,000 euros/year
## 795   Do not belong to any class    Under 10,000 euros/year
## 796                Working class 60,001 - 70,000 euros/year
## 797           Lower middle class 10,000 - 20,000 euros/year
## 798                 Middle class 20,001 - 30,000 euros/year
## 799  Upper middle or upper class 50,001 - 60,000 euros/year
## 800   Do not belong to any class 50,001 - 60,000 euros/year
## 801  Upper middle or upper class                       <NA>
## 802                 Middle class     Over 90,000 euros/year
## 803           Lower middle class 10,000 - 20,000 euros/year
## 804   Do not belong to any class 60,001 - 70,000 euros/year
## 805                Working class 20,001 - 30,000 euros/year
## 806  Upper middle or upper class 30,001 - 40,000 euros/year
## 807   Do not belong to any class                       <NA>
## 808                Working class 10,000 - 20,000 euros/year
## 809                 Middle class 30,001 - 40,000 euros/year
## 810   Do not belong to any class                       <NA>
## 811   Do not belong to any class    Under 10,000 euros/year
## 812   Do not belong to any class 60,001 - 70,000 euros/year
## 813                 Middle class 60,001 - 70,000 euros/year
## 814   Do not belong to any class 60,001 - 70,000 euros/year
## 815   Do not belong to any class 70,001 - 80,000 euros/year
## 816           Lower middle class 10,000 - 20,000 euros/year
## 817           Lower middle class 60,001 - 70,000 euros/year
## 818                Working class 10,000 - 20,000 euros/year
## 819                 Middle class 20,001 - 30,000 euros/year
## 820                Working class 80,001 - 90,000 euros/year
## 821  Upper middle or upper class 40,001 - 50,000 euros/year
## 822   Do not belong to any class 30,001 - 40,000 euros/year
## 823                 Middle class 10,000 - 20,000 euros/year
## 824  Upper middle or upper class 40,001 - 50,000 euros/year
## 825                 Middle class 30,001 - 40,000 euros/year
## 826                Working class 30,001 - 40,000 euros/year
## 827           Lower middle class 20,001 - 30,000 euros/year
## 828                 Middle class     Over 90,000 euros/year
## 829                Working class 30,001 - 40,000 euros/year
## 830                 Middle class 70,001 - 80,000 euros/year
## 831                Working class 40,001 - 50,000 euros/year
## 832   Do not belong to any class    Under 10,000 euros/year
## 833                 Middle class 60,001 - 70,000 euros/year
## 834           Lower middle class 20,001 - 30,000 euros/year
## 835                Working class 20,001 - 30,000 euros/year
## 836  Upper middle or upper class 50,001 - 60,000 euros/year
## 837                Working class 30,001 - 40,000 euros/year
## 838                 Middle class 40,001 - 50,000 euros/year
## 839  Upper middle or upper class 80,001 - 90,000 euros/year
## 840                Working class 20,001 - 30,000 euros/year
## 841   Do not belong to any class    Under 10,000 euros/year
## 842           Lower middle class 50,001 - 60,000 euros/year
## 843           Lower middle class                       <NA>
## 844                 Middle class 10,000 - 20,000 euros/year
## 845   Do not belong to any class 60,001 - 70,000 euros/year
## 846           Lower middle class 20,001 - 30,000 euros/year
## 847           Lower middle class 30,001 - 40,000 euros/year
## 848                 Middle class     Over 90,000 euros/year
## 849                Working class 10,000 - 20,000 euros/year
## 850                 Middle class 40,001 - 50,000 euros/year
## 851                Working class    Under 10,000 euros/year
## 852                Working class 40,001 - 50,000 euros/year
## 853                Working class 50,001 - 60,000 euros/year
## 854                 Middle class 20,001 - 30,000 euros/year
## 855                 Middle class                       <NA>
## 856                Working class 30,001 - 40,000 euros/year
## 857                 Middle class 60,001 - 70,000 euros/year
## 858           Lower middle class 50,001 - 60,000 euros/year
## 859  Upper middle or upper class 50,001 - 60,000 euros/year
## 860  Upper middle or upper class 20,001 - 30,000 euros/year
## 861                 Middle class 70,001 - 80,000 euros/year
## 862  Upper middle or upper class     Over 90,000 euros/year
## 863                 Middle class 40,001 - 50,000 euros/year
## 864                 Middle class 60,001 - 70,000 euros/year
## 865           Lower middle class 20,001 - 30,000 euros/year
## 866                 Middle class 30,001 - 40,000 euros/year
## 867                Working class 10,000 - 20,000 euros/year
## 868                 Middle class 60,001 - 70,000 euros/year
## 869                 Middle class 40,001 - 50,000 euros/year
## 870           Lower middle class 80,001 - 90,000 euros/year
## 871                 Middle class                       <NA>
## 872           Lower middle class 40,001 - 50,000 euros/year
## 873                Working class 50,001 - 60,000 euros/year
## 874                 Middle class 20,001 - 30,000 euros/year
## 875                 Middle class 50,001 - 60,000 euros/year
## 876  Upper middle or upper class     Over 90,000 euros/year
## 877                 Middle class     Over 90,000 euros/year
## 878                 Middle class 40,001 - 50,000 euros/year
## 879                Working class 50,001 - 60,000 euros/year
## 880  Upper middle or upper class 80,001 - 90,000 euros/year
## 881   Do not belong to any class 20,001 - 30,000 euros/year
## 882                 Middle class 40,001 - 50,000 euros/year
## 883                Working class 30,001 - 40,000 euros/year
## 884                 Middle class 80,001 - 90,000 euros/year
## 885  Upper middle or upper class                       <NA>
## 886                Working class 30,001 - 40,000 euros/year
## 887   Do not belong to any class 20,001 - 30,000 euros/year
## 888                Working class 60,001 - 70,000 euros/year
## 889                Working class 40,001 - 50,000 euros/year
## 890   Do not belong to any class 20,001 - 30,000 euros/year
## 891                 Middle class                       <NA>
## 892                 Middle class 10,000 - 20,000 euros/year
## 893                Working class 40,001 - 50,000 euros/year
## 894                 Middle class 60,001 - 70,000 euros/year
## 895  Upper middle or upper class 60,001 - 70,000 euros/year
## 896  Upper middle or upper class 60,001 - 70,000 euros/year
## 897                Working class 20,001 - 30,000 euros/year
## 898                Working class                       <NA>
## 899                 Middle class 20,001 - 30,000 euros/year
## 900                 Middle class 10,000 - 20,000 euros/year
## 901                 Middle class 70,001 - 80,000 euros/year
## 902                Working class    Under 10,000 euros/year
## 903           Lower middle class 40,001 - 50,000 euros/year
## 904           Lower middle class 30,001 - 40,000 euros/year
## 905  Upper middle or upper class     Over 90,000 euros/year
## 906           Lower middle class 30,001 - 40,000 euros/year
## 907   Do not belong to any class 80,001 - 90,000 euros/year
## 908           Lower middle class 10,000 - 20,000 euros/year
## 909                Working class 10,000 - 20,000 euros/year
## 910                Working class    Under 10,000 euros/year
## 911                 Middle class 20,001 - 30,000 euros/year
## 912  Upper middle or upper class     Over 90,000 euros/year
## 913                Working class 40,001 - 50,000 euros/year
## 914                 Middle class 30,001 - 40,000 euros/year
## 915  Upper middle or upper class 40,001 - 50,000 euros/year
## 916                Working class 30,001 - 40,000 euros/year
## 917                Working class 50,001 - 60,000 euros/year
## 918                 Middle class                       <NA>
## 919           Lower middle class 20,001 - 30,000 euros/year
## 920                 Middle class 40,001 - 50,000 euros/year
## 921                 Middle class 60,001 - 70,000 euros/year
## 922                Working class                       <NA>
## 923                Working class 30,001 - 40,000 euros/year
## 924  Upper middle or upper class                       <NA>
## 925   Do not belong to any class 50,001 - 60,000 euros/year
## 926  Upper middle or upper class 30,001 - 40,000 euros/year
## 927  Upper middle or upper class 60,001 - 70,000 euros/year
## 928                 Middle class                       <NA>
## 929                 Middle class 80,001 - 90,000 euros/year
## 930                 Middle class 60,001 - 70,000 euros/year
## 931  Upper middle or upper class 80,001 - 90,000 euros/year
## 932                Working class 70,001 - 80,000 euros/year
## 933           Lower middle class                       <NA>
## 934   Do not belong to any class 10,000 - 20,000 euros/year
## 935                 Middle class 40,001 - 50,000 euros/year
## 936                Working class 60,001 - 70,000 euros/year
## 937   Do not belong to any class 30,001 - 40,000 euros/year
## 938                Working class     Over 90,000 euros/year
## 939                 Middle class 30,001 - 40,000 euros/year
## 940  Upper middle or upper class 50,001 - 60,000 euros/year
## 941   Do not belong to any class 20,001 - 30,000 euros/year
## 942           Lower middle class 30,001 - 40,000 euros/year
## 943  Upper middle or upper class 10,000 - 20,000 euros/year
## 944                 Middle class 70,001 - 80,000 euros/year
## 945                Working class 60,001 - 70,000 euros/year
## 946                 Middle class 80,001 - 90,000 euros/year
## 947                 Middle class 30,001 - 40,000 euros/year
## 948           Lower middle class 10,000 - 20,000 euros/year
## 949  Upper middle or upper class 60,001 - 70,000 euros/year
## 950                Working class 30,001 - 40,000 euros/year
## 951                 Middle class 60,001 - 70,000 euros/year
## 952                 Middle class 30,001 - 40,000 euros/year
## 953  Upper middle or upper class                       <NA>
## 954                Working class 30,001 - 40,000 euros/year
## 955                Working class 20,001 - 30,000 euros/year
## 956                 Middle class 40,001 - 50,000 euros/year
## 957           Lower middle class 10,000 - 20,000 euros/year
## 958                 Middle class 60,001 - 70,000 euros/year
## 959           Lower middle class 30,001 - 40,000 euros/year
## 960                 Middle class 40,001 - 50,000 euros/year
## 961                Working class 10,000 - 20,000 euros/year
## 962                 Middle class 20,001 - 30,000 euros/year
## 963                 Middle class 70,001 - 80,000 euros/year
## 964  Upper middle or upper class                       <NA>
## 965   Do not belong to any class 60,001 - 70,000 euros/year
## 966                 Middle class 40,001 - 50,000 euros/year
## 967                 Middle class                       <NA>
## 968                 Middle class 30,001 - 40,000 euros/year
## 969                 Middle class 10,000 - 20,000 euros/year
## 970                Working class                       <NA>
## 971                 Middle class 50,001 - 60,000 euros/year
## 972   Do not belong to any class 20,001 - 30,000 euros/year
## 973                Working class 20,001 - 30,000 euros/year
## 974                Working class 60,001 - 70,000 euros/year
## 975                 Middle class 20,001 - 30,000 euros/year
## 976                 Middle class 50,001 - 60,000 euros/year
## 977   Do not belong to any class 50,001 - 60,000 euros/year
## 978                 Middle class 30,001 - 40,000 euros/year
## 979                Working class 40,001 - 50,000 euros/year
## 980                Working class 10,000 - 20,000 euros/year
## 981                 Middle class 20,001 - 30,000 euros/year
## 982                Working class 40,001 - 50,000 euros/year
## 983   Do not belong to any class                       <NA>
## 984                Working class                       <NA>
## 985                 Middle class 20,001 - 30,000 euros/year
## 986           Lower middle class                       <NA>
## 987                Working class 20,001 - 30,000 euros/year
## 988                 Middle class 60,001 - 70,000 euros/year
## 989   Do not belong to any class    Under 10,000 euros/year
## 990           Lower middle class 30,001 - 40,000 euros/year
## 991                Working class 30,001 - 40,000 euros/year
## 992                Working class 10,000 - 20,000 euros/year
## 993                 Middle class 20,001 - 30,000 euros/year
## 994                 Middle class 40,001 - 50,000 euros/year
## 995   Do not belong to any class 40,001 - 50,000 euros/year
## 996                 Middle class 20,001 - 30,000 euros/year
## 997                Working class 20,001 - 30,000 euros/year
## 998                Working class 20,001 - 30,000 euros/year
## 999   Do not belong to any class 60,001 - 70,000 euros/year
## 1000               Working class    Under 10,000 euros/year
## 1001                Middle class                       <NA>
## 1002               Working class     Over 90,000 euros/year
## 1003               Working class 40,001 - 50,000 euros/year
## 1004 Upper middle or upper class 40,001 - 50,000 euros/year
## 1005                Middle class                       <NA>
## 1006 Upper middle or upper class 80,001 - 90,000 euros/year
## 1007               Working class                       <NA>
## 1008               Working class 30,001 - 40,000 euros/year
## 1009 Upper middle or upper class 50,001 - 60,000 euros/year
## 1010               Working class 20,001 - 30,000 euros/year
## 1011                Middle class 60,001 - 70,000 euros/year
## 1012  Do not belong to any class     Over 90,000 euros/year
## 1013  Do not belong to any class    Under 10,000 euros/year
## 1014               Working class                       <NA>
## 1015 Upper middle or upper class 60,001 - 70,000 euros/year
## 1016 Upper middle or upper class     Over 90,000 euros/year
## 1017          Lower middle class 30,001 - 40,000 euros/year
## 1018               Working class 50,001 - 60,000 euros/year
## 1019  Do not belong to any class 30,001 - 40,000 euros/year
## 1020                Middle class 80,001 - 90,000 euros/year
## 1021          Lower middle class 20,001 - 30,000 euros/year
## 1022               Working class 70,001 - 80,000 euros/year
## 1023                Middle class 80,001 - 90,000 euros/year
## 1024          Lower middle class 40,001 - 50,000 euros/year
## 1025               Working class 20,001 - 30,000 euros/year
## 1026                Middle class 50,001 - 60,000 euros/year
## 1027               Working class    Under 10,000 euros/year
## 1028               Working class 50,001 - 60,000 euros/year
## 1029               Working class 20,001 - 30,000 euros/year
## 1030 Upper middle or upper class 20,001 - 30,000 euros/year
## 1031          Lower middle class 10,000 - 20,000 euros/year
## 1032               Working class    Under 10,000 euros/year
## 1033  Do not belong to any class    Under 10,000 euros/year
## 1034                Middle class 30,001 - 40,000 euros/year
## 1035               Working class 20,001 - 30,000 euros/year
## 1036                Middle class 70,001 - 80,000 euros/year
## 1037                Middle class 30,001 - 40,000 euros/year
## 1038                Middle class 50,001 - 60,000 euros/year
## 1039                Middle class 30,001 - 40,000 euros/year
## 1040                Middle class 80,001 - 90,000 euros/year
## 1041               Working class 80,001 - 90,000 euros/year
## 1042               Working class 10,000 - 20,000 euros/year
## 1043               Working class 30,001 - 40,000 euros/year
## 1044          Lower middle class    Under 10,000 euros/year
## 1045               Working class 80,001 - 90,000 euros/year
## 1046               Working class 40,001 - 50,000 euros/year
## 1047          Lower middle class 60,001 - 70,000 euros/year
## 1048                Middle class     Over 90,000 euros/year
## 1049               Working class 60,001 - 70,000 euros/year
## 1050                Middle class 80,001 - 90,000 euros/year
## 1051               Working class 20,001 - 30,000 euros/year
## 1052                Middle class 30,001 - 40,000 euros/year
## 1053 Upper middle or upper class     Over 90,000 euros/year
## 1054               Working class 20,001 - 30,000 euros/year
## 1055                Middle class 20,001 - 30,000 euros/year
## 1056                Middle class 40,001 - 50,000 euros/year
## 1057          Lower middle class 50,001 - 60,000 euros/year
## 1058                Middle class 40,001 - 50,000 euros/year
## 1059          Lower middle class 30,001 - 40,000 euros/year
## 1060                Middle class 50,001 - 60,000 euros/year
## 1061 Upper middle or upper class     Over 90,000 euros/year
## 1062 Upper middle or upper class 60,001 - 70,000 euros/year
## 1063               Working class 40,001 - 50,000 euros/year
## 1064                Middle class 70,001 - 80,000 euros/year
## 1065  Do not belong to any class 60,001 - 70,000 euros/year
## 1066          Lower middle class                       <NA>
## 1067                Middle class                       <NA>
## 1068               Working class 10,000 - 20,000 euros/year
## 1069  Do not belong to any class 70,001 - 80,000 euros/year
## 1070          Lower middle class 20,001 - 30,000 euros/year
## 1071  Do not belong to any class 10,000 - 20,000 euros/year
## 1072               Working class    Under 10,000 euros/year
## 1073                Middle class 60,001 - 70,000 euros/year
## 1074                Middle class 50,001 - 60,000 euros/year
## 1075               Working class    Under 10,000 euros/year
## 1076                Middle class 60,001 - 70,000 euros/year
## 1077  Do not belong to any class    Under 10,000 euros/year
## 1078          Lower middle class                       <NA>
## 1079          Lower middle class                       <NA>
## 1080  Do not belong to any class     Over 90,000 euros/year
## 1081                Middle class     Over 90,000 euros/year
## 1082                Middle class 30,001 - 40,000 euros/year
## 1083               Working class 80,001 - 90,000 euros/year
## 1084 Upper middle or upper class     Over 90,000 euros/year
## 1085                Middle class 10,000 - 20,000 euros/year
## 1086                Middle class 30,001 - 40,000 euros/year
## 1087          Lower middle class                       <NA>
## 1088  Do not belong to any class 10,000 - 20,000 euros/year
## 1089 Upper middle or upper class 70,001 - 80,000 euros/year
## 1090               Working class 30,001 - 40,000 euros/year
## 1091  Do not belong to any class 10,000 - 20,000 euros/year
## 1092               Working class 40,001 - 50,000 euros/year
## 1093                Middle class 40,001 - 50,000 euros/year
## 1094               Working class 10,000 - 20,000 euros/year
## 1095               Working class 30,001 - 40,000 euros/year
## 1096               Working class 40,001 - 50,000 euros/year
## 1097               Working class 10,000 - 20,000 euros/year
## 1098                Middle class 60,001 - 70,000 euros/year
## 1099 Upper middle or upper class     Over 90,000 euros/year
## 1100  Do not belong to any class                       <NA>
## 1101                Middle class     Over 90,000 euros/year
## 1102                Middle class 50,001 - 60,000 euros/year
## 1103          Lower middle class                       <NA>
## 1104                Middle class 20,001 - 30,000 euros/year
## 1105                Middle class 30,001 - 40,000 euros/year
## 1106          Lower middle class 10,000 - 20,000 euros/year
## 1107          Lower middle class                       <NA>
## 1108                Middle class    Under 10,000 euros/year
## 1109  Do not belong to any class                       <NA>
## 1110               Working class 80,001 - 90,000 euros/year
## 1111                Middle class 50,001 - 60,000 euros/year
## 1112               Working class 50,001 - 60,000 euros/year
## 1113                Middle class 30,001 - 40,000 euros/year
## 1114 Upper middle or upper class                       <NA>
## 1115          Lower middle class 20,001 - 30,000 euros/year
## 1116  Do not belong to any class                       <NA>
## 1117                Middle class 60,001 - 70,000 euros/year
## 1118               Working class 40,001 - 50,000 euros/year
## 1119                Middle class 20,001 - 30,000 euros/year
## 1120               Working class                       <NA>
## 1121          Lower middle class    Under 10,000 euros/year
## 1122                Middle class 60,001 - 70,000 euros/year
## 1123               Working class 50,001 - 60,000 euros/year
## 1124               Working class 70,001 - 80,000 euros/year
## 1125               Working class                       <NA>
## 1126               Working class 60,001 - 70,000 euros/year
## 1127  Do not belong to any class 50,001 - 60,000 euros/year
## 1128          Lower middle class 20,001 - 30,000 euros/year
## 1129                Middle class                       <NA>
## 1130 Upper middle or upper class 70,001 - 80,000 euros/year
## 1131                Middle class 70,001 - 80,000 euros/year
## 1132 Upper middle or upper class     Over 90,000 euros/year
## 1133  Do not belong to any class                       <NA>
## 1134 Upper middle or upper class 10,000 - 20,000 euros/year
## 1135 Upper middle or upper class 70,001 - 80,000 euros/year
## 1136                Middle class 80,001 - 90,000 euros/year
## 1137               Working class 60,001 - 70,000 euros/year
## 1138               Working class 20,001 - 30,000 euros/year
## 1139                Middle class                       <NA>
## 1140 Upper middle or upper class 70,001 - 80,000 euros/year
## 1141                Middle class                       <NA>
## 1142                Middle class 50,001 - 60,000 euros/year
## 1143                Middle class 20,001 - 30,000 euros/year
## 1144  Do not belong to any class 50,001 - 60,000 euros/year
## 1145                Middle class     Over 90,000 euros/year
## 1146               Working class 60,001 - 70,000 euros/year
## 1147  Do not belong to any class    Under 10,000 euros/year
## 1148               Working class 10,000 - 20,000 euros/year
## 1149 Upper middle or upper class                       <NA>
## 1150               Working class 10,000 - 20,000 euros/year
## 1151               Working class 50,001 - 60,000 euros/year
## 1152               Working class    Under 10,000 euros/year
## 1153               Working class 10,000 - 20,000 euros/year
## 1154                Middle class 60,001 - 70,000 euros/year
## 1155               Working class 20,001 - 30,000 euros/year
## 1156  Do not belong to any class    Under 10,000 euros/year
## 1157                Middle class 40,001 - 50,000 euros/year
## 1158               Working class 20,001 - 30,000 euros/year
## 1159                Middle class 30,001 - 40,000 euros/year
## 1160                Middle class 40,001 - 50,000 euros/year
## 1161                Middle class 70,001 - 80,000 euros/year
## 1162  Do not belong to any class 60,001 - 70,000 euros/year
## 1163                Middle class 60,001 - 70,000 euros/year
## 1164          Lower middle class                       <NA>
## 1165                Middle class 20,001 - 30,000 euros/year
## 1166  Do not belong to any class 70,001 - 80,000 euros/year
## 1167               Working class 20,001 - 30,000 euros/year
## 1168  Do not belong to any class    Under 10,000 euros/year
## 1169  Do not belong to any class                       <NA>
## 1170                Middle class 30,001 - 40,000 euros/year
## 1171                Middle class 40,001 - 50,000 euros/year
## 1172          Lower middle class 20,001 - 30,000 euros/year
## 1173                Middle class 60,001 - 70,000 euros/year
## 1174 Upper middle or upper class     Over 90,000 euros/year
## 1175  Do not belong to any class    Under 10,000 euros/year
## 1176  Do not belong to any class    Under 10,000 euros/year
## 1177                Middle class                       <NA>
## 1178               Working class 40,001 - 50,000 euros/year
## 1179               Working class                       <NA>
## 1180          Lower middle class 50,001 - 60,000 euros/year
## 1181                Middle class 20,001 - 30,000 euros/year
## 1182          Lower middle class 60,001 - 70,000 euros/year
## 1183               Working class 20,001 - 30,000 euros/year
## 1184               Working class 40,001 - 50,000 euros/year
## 1185                Middle class 70,001 - 80,000 euros/year
## 1186                Middle class 50,001 - 60,000 euros/year
## 1187               Working class 60,001 - 70,000 euros/year
## 1188                Middle class 70,001 - 80,000 euros/year
## 1189               Working class 60,001 - 70,000 euros/year
## 1190          Lower middle class 60,001 - 70,000 euros/year
## 1191               Working class 10,000 - 20,000 euros/year
## 1192                Middle class                       <NA>
## 1193                Middle class 70,001 - 80,000 euros/year
## 1194                Middle class 60,001 - 70,000 euros/year
## 1195               Working class 30,001 - 40,000 euros/year
## 1196                Middle class 30,001 - 40,000 euros/year
## 1197 Upper middle or upper class 60,001 - 70,000 euros/year
## 1198                Middle class                       <NA>
## 1199                Middle class 20,001 - 30,000 euros/year
## 1200               Working class                       <NA>
## 1201  Do not belong to any class 20,001 - 30,000 euros/year
## 1202          Lower middle class 60,001 - 70,000 euros/year
## 1203                Middle class 30,001 - 40,000 euros/year
## 1204                Middle class 60,001 - 70,000 euros/year
## 1205               Working class 40,001 - 50,000 euros/year
## 1206                Middle class     Over 90,000 euros/year
## 1207                Middle class 50,001 - 60,000 euros/year
## 1208          Lower middle class 50,001 - 60,000 euros/year
## 1209          Lower middle class 20,001 - 30,000 euros/year
## 1210  Do not belong to any class 10,000 - 20,000 euros/year
## 1211          Lower middle class 40,001 - 50,000 euros/year
## 1212          Lower middle class 30,001 - 40,000 euros/year
## 1213               Working class 60,001 - 70,000 euros/year
## 1214          Lower middle class 40,001 - 50,000 euros/year
## 1215                Middle class     Over 90,000 euros/year
## 1216          Lower middle class    Under 10,000 euros/year
## 1217 Upper middle or upper class     Over 90,000 euros/year
## 1218                Middle class    Under 10,000 euros/year
## 1219          Lower middle class 40,001 - 50,000 euros/year
## 1220  Do not belong to any class 20,001 - 30,000 euros/year
## 1221                Middle class 60,001 - 70,000 euros/year
## 1222 Upper middle or upper class     Over 90,000 euros/year
## 1223  Do not belong to any class    Under 10,000 euros/year
## 1224               Working class 40,001 - 50,000 euros/year
## 1225  Do not belong to any class 20,001 - 30,000 euros/year
## 1226               Working class 20,001 - 30,000 euros/year
## 1227               Working class 30,001 - 40,000 euros/year
## 1228                Middle class 30,001 - 40,000 euros/year
## 1229 Upper middle or upper class     Over 90,000 euros/year
## 1230                Middle class 30,001 - 40,000 euros/year
## 1231               Working class 40,001 - 50,000 euros/year
## 1232               Working class                       <NA>
## 1233                Middle class 70,001 - 80,000 euros/year
## 1234               Working class 20,001 - 30,000 euros/year
## 1235                Middle class 10,000 - 20,000 euros/year
## 1236               Working class 20,001 - 30,000 euros/year
## 1237  Do not belong to any class 40,001 - 50,000 euros/year
## 1238 Upper middle or upper class                       <NA>
## 1239                Middle class 30,001 - 40,000 euros/year
## 1240 Upper middle or upper class 20,001 - 30,000 euros/year
## 1241 Upper middle or upper class 50,001 - 60,000 euros/year
## 1242               Working class 10,000 - 20,000 euros/year
## 1243 Upper middle or upper class 60,001 - 70,000 euros/year
## 1244                Middle class 80,001 - 90,000 euros/year
## 1245  Do not belong to any class 10,000 - 20,000 euros/year
## 1246          Lower middle class 10,000 - 20,000 euros/year
## 1247               Working class                       <NA>
## 1248  Do not belong to any class 40,001 - 50,000 euros/year
## 1249          Lower middle class 30,001 - 40,000 euros/year
## 1250          Lower middle class 10,000 - 20,000 euros/year
## 1251                Middle class                       <NA>
## 1252                Middle class 50,001 - 60,000 euros/year
## 1253                Middle class 50,001 - 60,000 euros/year
## 1254  Do not belong to any class    Under 10,000 euros/year
## 1255  Do not belong to any class    Under 10,000 euros/year
## 1256 Upper middle or upper class 40,001 - 50,000 euros/year
## 1257                Middle class 70,001 - 80,000 euros/year
## 1258 Upper middle or upper class 30,001 - 40,000 euros/year
## 1259          Lower middle class 10,000 - 20,000 euros/year
## 1260 Upper middle or upper class 60,001 - 70,000 euros/year
## 1261          Lower middle class 30,001 - 40,000 euros/year
## 1262          Lower middle class 20,001 - 30,000 euros/year
## 1263               Working class 10,000 - 20,000 euros/year
## 1264                Middle class 70,001 - 80,000 euros/year
## 1265                Middle class 80,001 - 90,000 euros/year
## 1266               Working class 50,001 - 60,000 euros/year
## 1267               Working class 60,001 - 70,000 euros/year
## 1268                Middle class     Over 90,000 euros/year
## 1269          Lower middle class    Under 10,000 euros/year
## 1270               Working class 10,000 - 20,000 euros/year
## 1271  Do not belong to any class 40,001 - 50,000 euros/year
## 1272                Middle class 70,001 - 80,000 euros/year
## 1273                Middle class 80,001 - 90,000 euros/year
## 1274  Do not belong to any class 10,000 - 20,000 euros/year
## 1275               Working class 10,000 - 20,000 euros/year
## 1276 Upper middle or upper class 80,001 - 90,000 euros/year
## 1277                Middle class                       <NA>
## 1278          Lower middle class                       <NA>
## 1279  Do not belong to any class 60,001 - 70,000 euros/year
## 1280                Middle class 10,000 - 20,000 euros/year
## 1281                Middle class 50,001 - 60,000 euros/year
## 1282                Middle class 50,001 - 60,000 euros/year
## 1283               Working class    Under 10,000 euros/year
## 1284 Upper middle or upper class     Over 90,000 euros/year
## 1285 Upper middle or upper class 80,001 - 90,000 euros/year
## 1286          Lower middle class 60,001 - 70,000 euros/year
## 1287                Middle class     Over 90,000 euros/year
## 1288                Middle class 60,001 - 70,000 euros/year
## 1289               Working class     Over 90,000 euros/year
## 1290          Lower middle class 70,001 - 80,000 euros/year
## 1291                Middle class 40,001 - 50,000 euros/year
## 1292          Lower middle class     Over 90,000 euros/year
## 1293                Middle class 50,001 - 60,000 euros/year
## 1294               Working class                       <NA>
## 1295          Lower middle class                       <NA>
## 1296                Middle class 20,001 - 30,000 euros/year
## 1297                Middle class 20,001 - 30,000 euros/year
## 1298                Middle class 40,001 - 50,000 euros/year
## 1299               Working class 30,001 - 40,000 euros/year
## 1300 Upper middle or upper class 40,001 - 50,000 euros/year
## 1301                Middle class 60,001 - 70,000 euros/year
## 1302               Working class 30,001 - 40,000 euros/year
## 1303                Middle class 70,001 - 80,000 euros/year
## 1304 Upper middle or upper class 50,001 - 60,000 euros/year
## 1305                Middle class 70,001 - 80,000 euros/year
## 1306                Middle class 60,001 - 70,000 euros/year
## 1307 Upper middle or upper class 80,001 - 90,000 euros/year
## 1308  Do not belong to any class 30,001 - 40,000 euros/year
## 1309 Upper middle or upper class     Over 90,000 euros/year
## 1310                Middle class 30,001 - 40,000 euros/year
## 1311               Working class 20,001 - 30,000 euros/year
## 1312          Lower middle class 70,001 - 80,000 euros/year
## 1313 Upper middle or upper class 50,001 - 60,000 euros/year
## 1314 Upper middle or upper class                       <NA>
## 1315                Middle class 50,001 - 60,000 euros/year
## 1316 Upper middle or upper class     Over 90,000 euros/year
## 1317          Lower middle class 40,001 - 50,000 euros/year
## 1318               Working class 30,001 - 40,000 euros/year
## 1319                Middle class 70,001 - 80,000 euros/year
## 1320  Do not belong to any class 50,001 - 60,000 euros/year
## 1321               Working class 80,001 - 90,000 euros/year
## 1322               Working class 20,001 - 30,000 euros/year
## 1323                Middle class 40,001 - 50,000 euros/year
## 1324               Working class    Under 10,000 euros/year
## 1325  Do not belong to any class                       <NA>
## 1326          Lower middle class 50,001 - 60,000 euros/year
## 1327  Do not belong to any class                       <NA>
## 1328               Working class                       <NA>
## 1329          Lower middle class                       <NA>
## 1330               Working class 40,001 - 50,000 euros/year
## 1331                Middle class 60,001 - 70,000 euros/year
## 1332                Middle class 50,001 - 60,000 euros/year
## 1333               Working class 30,001 - 40,000 euros/year
## 1334          Lower middle class 50,001 - 60,000 euros/year
## 1335               Working class 30,001 - 40,000 euros/year
## 1336          Lower middle class    Under 10,000 euros/year
## 1337               Working class 20,001 - 30,000 euros/year
## 1338                Middle class                       <NA>
## 1339  Do not belong to any class 70,001 - 80,000 euros/year
## 1340               Working class    Under 10,000 euros/year
## 1341  Do not belong to any class    Under 10,000 euros/year
## 1342 Upper middle or upper class 80,001 - 90,000 euros/year
## 1343               Working class 30,001 - 40,000 euros/year
## 1344                Middle class 70,001 - 80,000 euros/year
## 1345                Middle class 20,001 - 30,000 euros/year
## 1346               Working class 60,001 - 70,000 euros/year
## 1347                Middle class                       <NA>
## 1348               Working class                       <NA>
## 1349                Middle class                       <NA>
## 1350  Do not belong to any class                       <NA>
## 1351 Upper middle or upper class 30,001 - 40,000 euros/year
## 1352 Upper middle or upper class 40,001 - 50,000 euros/year
## 1353  Do not belong to any class                       <NA>
## 1354                Middle class                       <NA>
## 1355                Middle class    Under 10,000 euros/year
## 1356          Lower middle class 80,001 - 90,000 euros/year
## 1357 Upper middle or upper class     Over 90,000 euros/year
## 1358  Do not belong to any class 40,001 - 50,000 euros/year
## 1359               Working class 20,001 - 30,000 euros/year
## 1360          Lower middle class                       <NA>
## 1361               Working class 60,001 - 70,000 euros/year
## 1362                Middle class 30,001 - 40,000 euros/year
## 1363               Working class 20,001 - 30,000 euros/year
## 1364  Do not belong to any class 40,001 - 50,000 euros/year
## 1365                Middle class 50,001 - 60,000 euros/year
## 1366  Do not belong to any class                       <NA>
## 1367                Middle class    Under 10,000 euros/year
## 1368                Middle class 60,001 - 70,000 euros/year
## 1369               Working class 40,001 - 50,000 euros/year
## 1370               Working class 50,001 - 60,000 euros/year
## 1371  Do not belong to any class 70,001 - 80,000 euros/year
## 1372               Working class                       <NA>
## 1373          Lower middle class 20,001 - 30,000 euros/year
## 1374               Working class                       <NA>
## 1375          Lower middle class 40,001 - 50,000 euros/year
## 1376               Working class 20,001 - 30,000 euros/year
## 1377               Working class 50,001 - 60,000 euros/year
## 1378                Middle class 60,001 - 70,000 euros/year
## 1379                Middle class 50,001 - 60,000 euros/year
## 1380               Working class 10,000 - 20,000 euros/year
## 1381          Lower middle class 40,001 - 50,000 euros/year
## 1382  Do not belong to any class    Under 10,000 euros/year
## 1383 Upper middle or upper class 50,001 - 60,000 euros/year
## 1384  Do not belong to any class 80,001 - 90,000 euros/year
## 1385          Lower middle class 10,000 - 20,000 euros/year
## 1386  Do not belong to any class                       <NA>
## 1387               Working class 10,000 - 20,000 euros/year
## 1388                Middle class                       <NA>
## 1389               Working class 50,001 - 60,000 euros/year
## 1390                Middle class 70,001 - 80,000 euros/year
## 1391               Working class 30,001 - 40,000 euros/year
## 1392          Lower middle class    Under 10,000 euros/year
## 1393                Middle class 50,001 - 60,000 euros/year
## 1394               Working class 40,001 - 50,000 euros/year
## 1395               Working class                       <NA>
## 1396                Middle class 40,001 - 50,000 euros/year
## 1397          Lower middle class                       <NA>
## 1398  Do not belong to any class 30,001 - 40,000 euros/year
## 1399               Working class    Under 10,000 euros/year
## 1400 Upper middle or upper class     Over 90,000 euros/year
## 1401  Do not belong to any class    Under 10,000 euros/year
## 1402               Working class 10,000 - 20,000 euros/year
## 1403  Do not belong to any class 10,000 - 20,000 euros/year
## 1404               Working class 10,000 - 20,000 euros/year
## 1405 Upper middle or upper class     Over 90,000 euros/year
## 1406                Middle class 50,001 - 60,000 euros/year
## 1407  Do not belong to any class 30,001 - 40,000 euros/year
## 1408               Working class 10,000 - 20,000 euros/year
## 1409                Middle class 20,001 - 30,000 euros/year
## 1410                Middle class 30,001 - 40,000 euros/year
## 1411                Middle class 70,001 - 80,000 euros/year
## 1412                Middle class 60,001 - 70,000 euros/year
## 1413                Middle class 80,001 - 90,000 euros/year
## 1414                Middle class                       <NA>
## 1415               Working class 30,001 - 40,000 euros/year
## 1416               Working class 50,001 - 60,000 euros/year
## 1417          Lower middle class 80,001 - 90,000 euros/year
## 1418               Working class 40,001 - 50,000 euros/year
## 1419          Lower middle class 60,001 - 70,000 euros/year
## 1420                Middle class 70,001 - 80,000 euros/year
## 1421  Do not belong to any class                       <NA>
## 1422  Do not belong to any class 10,000 - 20,000 euros/year
## 1423 Upper middle or upper class     Over 90,000 euros/year
## 1424 Upper middle or upper class 40,001 - 50,000 euros/year
## 1425  Do not belong to any class                       <NA>
## 1426  Do not belong to any class 30,001 - 40,000 euros/year
## 1427                Middle class 30,001 - 40,000 euros/year
## 1428                Middle class 40,001 - 50,000 euros/year
## 1429          Lower middle class 30,001 - 40,000 euros/year
## 1430  Do not belong to any class 10,000 - 20,000 euros/year
## 1431               Working class 40,001 - 50,000 euros/year
## 1432                Middle class 60,001 - 70,000 euros/year
## 1433  Do not belong to any class    Under 10,000 euros/year
## 1434  Do not belong to any class 30,001 - 40,000 euros/year
## 1435                Middle class     Over 90,000 euros/year
## 1436  Do not belong to any class 10,000 - 20,000 euros/year
## 1437                Middle class 70,001 - 80,000 euros/year
## 1438          Lower middle class 10,000 - 20,000 euros/year
## 1439          Lower middle class 20,001 - 30,000 euros/year
## 1440          Lower middle class 30,001 - 40,000 euros/year
## 1441                Middle class 70,001 - 80,000 euros/year
## 1442  Do not belong to any class 10,000 - 20,000 euros/year
## 1443          Lower middle class 70,001 - 80,000 euros/year
## 1444  Do not belong to any class 50,001 - 60,000 euros/year
## 1445                Middle class 40,001 - 50,000 euros/year
## 1446               Working class 20,001 - 30,000 euros/year
## 1447  Do not belong to any class 10,000 - 20,000 euros/year
## 1448                Middle class     Over 90,000 euros/year
## 1449                Middle class 40,001 - 50,000 euros/year
## 1450  Do not belong to any class 20,001 - 30,000 euros/year
## 1451 Upper middle or upper class 50,001 - 60,000 euros/year
## 1452 Upper middle or upper class 40,001 - 50,000 euros/year
## 1453          Lower middle class 30,001 - 40,000 euros/year
## 1454  Do not belong to any class                       <NA>
## 1455          Lower middle class    Under 10,000 euros/year
## 1456               Working class 30,001 - 40,000 euros/year
## 1457                Middle class 80,001 - 90,000 euros/year
## 1458                Middle class 50,001 - 60,000 euros/year
## 1459                Middle class 10,000 - 20,000 euros/year
## 1460  Do not belong to any class 20,001 - 30,000 euros/year
## 1461          Lower middle class 30,001 - 40,000 euros/year
## 1462  Do not belong to any class 10,000 - 20,000 euros/year
## 1463                Middle class 70,001 - 80,000 euros/year
## 1464               Working class 70,001 - 80,000 euros/year
## 1465               Working class 30,001 - 40,000 euros/year
## 1466                Middle class 80,001 - 90,000 euros/year
## 1467                Middle class     Over 90,000 euros/year
## 1468          Lower middle class                       <NA>
## 1469                Middle class    Under 10,000 euros/year
## 1470               Working class 40,001 - 50,000 euros/year
## 1471          Lower middle class 10,000 - 20,000 euros/year
## 1472  Do not belong to any class     Over 90,000 euros/year
## 1473 Upper middle or upper class     Over 90,000 euros/year
## 1474                Middle class 40,001 - 50,000 euros/year
## 1475               Working class 30,001 - 40,000 euros/year
## 1476               Working class 10,000 - 20,000 euros/year
## 1477                Middle class 30,001 - 40,000 euros/year
## 1478                Middle class 80,001 - 90,000 euros/year
## 1479                Middle class 30,001 - 40,000 euros/year
## 1480               Working class 40,001 - 50,000 euros/year
## 1481                Middle class 40,001 - 50,000 euros/year
## 1482                Middle class 80,001 - 90,000 euros/year
## 1483                Middle class     Over 90,000 euros/year
## 1484  Do not belong to any class 10,000 - 20,000 euros/year
## 1485  Do not belong to any class 60,001 - 70,000 euros/year
## 1486          Lower middle class 30,001 - 40,000 euros/year
## 1487               Working class 10,000 - 20,000 euros/year
## 1488 Upper middle or upper class 60,001 - 70,000 euros/year
## 1489               Working class 10,000 - 20,000 euros/year
## 1490               Working class    Under 10,000 euros/year
## 1491                Middle class 30,001 - 40,000 euros/year
## 1492                Middle class                       <NA>
## 1493                Middle class 30,001 - 40,000 euros/year
## 1494               Working class    Under 10,000 euros/year
## 1495  Do not belong to any class 30,001 - 40,000 euros/year
## 1496 Upper middle or upper class                       <NA>
## 1497  Do not belong to any class 40,001 - 50,000 euros/year
## 1498               Working class 30,001 - 40,000 euros/year
## 1499                Middle class 10,000 - 20,000 euros/year
## 1500 Upper middle or upper class     Over 90,000 euros/year
## 1501               Working class    Under 10,000 euros/year
## 1502                Middle class 10,000 - 20,000 euros/year
## 1503          Lower middle class 60,001 - 70,000 euros/year
## 1504 Upper middle or upper class 30,001 - 40,000 euros/year
## 1505                Middle class                       <NA>
## 1506  Do not belong to any class 20,001 - 30,000 euros/year
## 1507 Upper middle or upper class     Over 90,000 euros/year
## 1508 Upper middle or upper class 40,001 - 50,000 euros/year
## 1509          Lower middle class    Under 10,000 euros/year
## 1510  Do not belong to any class 60,001 - 70,000 euros/year
## 1511 Upper middle or upper class 50,001 - 60,000 euros/year
## 1512               Working class 60,001 - 70,000 euros/year
## 1513                Middle class 50,001 - 60,000 euros/year
## 1514               Working class 20,001 - 30,000 euros/year
## 1515               Working class 40,001 - 50,000 euros/year
## 1516 Upper middle or upper class    Under 10,000 euros/year
## 1517               Working class 10,000 - 20,000 euros/year
## 1518                Middle class 70,001 - 80,000 euros/year
## 1519                Middle class 50,001 - 60,000 euros/year
## 1520                Middle class 30,001 - 40,000 euros/year
## 1521  Do not belong to any class 10,000 - 20,000 euros/year
## 1522 Upper middle or upper class 70,001 - 80,000 euros/year
## 1523               Working class 50,001 - 60,000 euros/year
## 1524  Do not belong to any class 70,001 - 80,000 euros/year
## 1525               Working class 20,001 - 30,000 euros/year
## 1526                Middle class 60,001 - 70,000 euros/year
## 1527 Upper middle or upper class 30,001 - 40,000 euros/year
## 1528          Lower middle class 20,001 - 30,000 euros/year
## 1529               Working class 10,000 - 20,000 euros/year
## 1530               Working class 30,001 - 40,000 euros/year
## 1531               Working class 30,001 - 40,000 euros/year
## 1532               Working class    Under 10,000 euros/year
## 1533 Upper middle or upper class     Over 90,000 euros/year
## 1534                Middle class 50,001 - 60,000 euros/year
## 1535                Middle class 60,001 - 70,000 euros/year
## 1536               Working class 40,001 - 50,000 euros/year
## 1537 Upper middle or upper class 80,001 - 90,000 euros/year
## 1538          Lower middle class 50,001 - 60,000 euros/year
## 1539                Middle class     Over 90,000 euros/year
## 1540          Lower middle class 30,001 - 40,000 euros/year
## 1541 Upper middle or upper class     Over 90,000 euros/year
## 1542               Working class 70,001 - 80,000 euros/year
## 1543                Middle class 60,001 - 70,000 euros/year
## 1544               Working class 60,001 - 70,000 euros/year
## 1545          Lower middle class 30,001 - 40,000 euros/year
## 1546                Middle class 70,001 - 80,000 euros/year
## 1547 Upper middle or upper class 80,001 - 90,000 euros/year
## 1548 Upper middle or upper class     Over 90,000 euros/year
## 1549          Lower middle class 30,001 - 40,000 euros/year
## 1550                Middle class 40,001 - 50,000 euros/year
## 1551               Working class 70,001 - 80,000 euros/year
## 1552                Middle class 60,001 - 70,000 euros/year
## 1553  Do not belong to any class 40,001 - 50,000 euros/year
## 1554          Lower middle class 30,001 - 40,000 euros/year
## 1555               Working class                       <NA>
## 1556               Working class    Under 10,000 euros/year
## 1557  Do not belong to any class     Over 90,000 euros/year
## 1558                Middle class 30,001 - 40,000 euros/year
## 1559               Working class 30,001 - 40,000 euros/year
## 1560 Upper middle or upper class                       <NA>
## 1561                Middle class 50,001 - 60,000 euros/year
## 1562  Do not belong to any class 50,001 - 60,000 euros/year
## 1563 Upper middle or upper class 10,000 - 20,000 euros/year
## 1564               Working class                       <NA>
## 1565  Do not belong to any class                       <NA>
## 1566 Upper middle or upper class 70,001 - 80,000 euros/year
## 1567               Working class 40,001 - 50,000 euros/year
## 1568                Middle class 70,001 - 80,000 euros/year
## 1569                Middle class    Under 10,000 euros/year
## 1570  Do not belong to any class                       <NA>
## 1571               Working class    Under 10,000 euros/year
## 1572  Do not belong to any class 30,001 - 40,000 euros/year
## 1573  Do not belong to any class 20,001 - 30,000 euros/year
## 1574               Working class 10,000 - 20,000 euros/year
## 1575          Lower middle class 50,001 - 60,000 euros/year
## 1576               Working class    Under 10,000 euros/year
## 1577  Do not belong to any class 70,001 - 80,000 euros/year
## 1578  Do not belong to any class    Under 10,000 euros/year
## 1579  Do not belong to any class 50,001 - 60,000 euros/year
## 1580                Middle class 70,001 - 80,000 euros/year
## 1581                Middle class 40,001 - 50,000 euros/year
## 1582          Lower middle class 40,001 - 50,000 euros/year
## 1583  Do not belong to any class    Under 10,000 euros/year
## 1584          Lower middle class 60,001 - 70,000 euros/year
## 1585               Working class 60,001 - 70,000 euros/year
## 1586               Working class 20,001 - 30,000 euros/year
## 1587  Do not belong to any class 10,000 - 20,000 euros/year
## 1588               Working class 10,000 - 20,000 euros/year
## 1589  Do not belong to any class 30,001 - 40,000 euros/year
## 1590  Do not belong to any class 10,000 - 20,000 euros/year
## 1591                Middle class 40,001 - 50,000 euros/year
## 1592 Upper middle or upper class 50,001 - 60,000 euros/year
## 1593               Working class 20,001 - 30,000 euros/year
## 1594                Middle class 10,000 - 20,000 euros/year
## 1595                Middle class                       <NA>
## 1596          Lower middle class 30,001 - 40,000 euros/year
## 1597  Do not belong to any class 60,001 - 70,000 euros/year
## 1598                Middle class     Over 90,000 euros/year
## 1599               Working class 60,001 - 70,000 euros/year
## 1600               Working class 30,001 - 40,000 euros/year
## 1601 Upper middle or upper class                       <NA>
## 1602                Middle class 10,000 - 20,000 euros/year
## 1603  Do not belong to any class                       <NA>
## 1604                Middle class    Under 10,000 euros/year
## 1605  Do not belong to any class    Under 10,000 euros/year
## 1606               Working class 10,000 - 20,000 euros/year
## 1607               Working class 10,000 - 20,000 euros/year
## 1608               Working class 30,001 - 40,000 euros/year
## 1609               Working class                       <NA>
## 1610  Do not belong to any class    Under 10,000 euros/year
## 1611 Upper middle or upper class 10,000 - 20,000 euros/year
## 1612 Upper middle or upper class    Under 10,000 euros/year
## 1613               Working class 60,001 - 70,000 euros/year
## 1614                Middle class 60,001 - 70,000 euros/year
## 1615                Middle class 50,001 - 60,000 euros/year
## 1616               Working class    Under 10,000 euros/year
## 1617  Do not belong to any class 50,001 - 60,000 euros/year
## 1618                Middle class                       <NA>
## 1619                Middle class 30,001 - 40,000 euros/year
## 1620  Do not belong to any class                       <NA>
## 1621               Working class 10,000 - 20,000 euros/year
## 1622               Working class 10,000 - 20,000 euros/year
## 1623  Do not belong to any class    Under 10,000 euros/year
## 1624                Middle class 40,001 - 50,000 euros/year
## 1625          Lower middle class    Under 10,000 euros/year
## 1626                Middle class 30,001 - 40,000 euros/year
## 1627               Working class 30,001 - 40,000 euros/year
## 1628                Middle class                       <NA>
## 1629  Do not belong to any class 30,001 - 40,000 euros/year
## 1630          Lower middle class 10,000 - 20,000 euros/year
## 1631                Middle class                       <NA>
## 1632               Working class 20,001 - 30,000 euros/year
## 1633                Middle class 20,001 - 30,000 euros/year
## 1634 Upper middle or upper class    Under 10,000 euros/year
## 1635               Working class                       <NA>
## 1636                Middle class                       <NA>
## 1637                Middle class 80,001 - 90,000 euros/year
## 1638               Working class 10,000 - 20,000 euros/year
## 1639  Do not belong to any class 20,001 - 30,000 euros/year
## 1640  Do not belong to any class    Under 10,000 euros/year
## 1641                Middle class    Under 10,000 euros/year
## 1642          Lower middle class 20,001 - 30,000 euros/year
## 1643  Do not belong to any class 40,001 - 50,000 euros/year
## 1644                Middle class 10,000 - 20,000 euros/year
## 1645  Do not belong to any class 80,001 - 90,000 euros/year
## 1646 Upper middle or upper class 60,001 - 70,000 euros/year
## 1647               Working class    Under 10,000 euros/year
## 1648               Working class                       <NA>
## 1649  Do not belong to any class                       <NA>
## 1650          Lower middle class 10,000 - 20,000 euros/year
## 1651               Working class 40,001 - 50,000 euros/year
## 1652  Do not belong to any class 20,001 - 30,000 euros/year
## 1653                Middle class     Over 90,000 euros/year
## 1654                Middle class    Under 10,000 euros/year
## 1655  Do not belong to any class                       <NA>
## 1656 Upper middle or upper class 50,001 - 60,000 euros/year
## 1657  Do not belong to any class 10,000 - 20,000 euros/year
## 1658  Do not belong to any class 10,000 - 20,000 euros/year
## 1659                Middle class 40,001 - 50,000 euros/year
## 1660  Do not belong to any class                       <NA>
## 1661  Do not belong to any class 10,000 - 20,000 euros/year
## 1662  Do not belong to any class    Under 10,000 euros/year
## 1663               Working class 10,000 - 20,000 euros/year
## 1664                Middle class 50,001 - 60,000 euros/year
## 1665  Do not belong to any class 10,000 - 20,000 euros/year
## 1666               Working class    Under 10,000 euros/year
## 1667          Lower middle class 30,001 - 40,000 euros/year
## 1668          Lower middle class 10,000 - 20,000 euros/year
## 1669  Do not belong to any class    Under 10,000 euros/year
## 1670                Middle class 20,001 - 30,000 euros/year
## 1671  Do not belong to any class    Under 10,000 euros/year
## 1672          Lower middle class 40,001 - 50,000 euros/year
## 1673          Lower middle class 10,000 - 20,000 euros/year
## 1674          Lower middle class                       <NA>
## 1675          Lower middle class    Under 10,000 euros/year
## 1676  Do not belong to any class                       <NA>
## 1677                Middle class 60,001 - 70,000 euros/year
## 1678  Do not belong to any class                       <NA>
## 1679  Do not belong to any class 10,000 - 20,000 euros/year
## 1680 Upper middle or upper class     Over 90,000 euros/year
## 1681  Do not belong to any class                       <NA>
## 1682                Middle class 50,001 - 60,000 euros/year
## 1683          Lower middle class 60,001 - 70,000 euros/year
## 1684                Middle class 30,001 - 40,000 euros/year
## 1685               Working class 40,001 - 50,000 euros/year
## 1686               Working class    Under 10,000 euros/year
## 1687 Upper middle or upper class                       <NA>
## 1688               Working class    Under 10,000 euros/year
## 1689                Middle class    Under 10,000 euros/year
## 1690 Upper middle or upper class 40,001 - 50,000 euros/year
## 1691 Upper middle or upper class 80,001 - 90,000 euros/year
## 1692  Do not belong to any class 10,000 - 20,000 euros/year
## 1693                Middle class 80,001 - 90,000 euros/year
## 1694          Lower middle class 20,001 - 30,000 euros/year
## 1695                Middle class 20,001 - 30,000 euros/year
## 1696                Middle class    Under 10,000 euros/year
## 1697                Middle class     Over 90,000 euros/year
## 1698                Middle class 20,001 - 30,000 euros/year
## 1699               Working class 60,001 - 70,000 euros/year
## 1700 Upper middle or upper class     Over 90,000 euros/year
## 1701 Upper middle or upper class 50,001 - 60,000 euros/year
## 1702  Do not belong to any class    Under 10,000 euros/year
## 1703                Middle class     Over 90,000 euros/year
## 1704  Do not belong to any class 10,000 - 20,000 euros/year
## 1705  Do not belong to any class 10,000 - 20,000 euros/year
## 1706  Do not belong to any class 20,001 - 30,000 euros/year
## 1707                Middle class 40,001 - 50,000 euros/year
## 1708  Do not belong to any class 70,001 - 80,000 euros/year
## 1709               Working class 10,000 - 20,000 euros/year
## 1710  Do not belong to any class 20,001 - 30,000 euros/year
## 1711  Do not belong to any class                       <NA>
## 1712               Working class 20,001 - 30,000 euros/year
## 1713          Lower middle class 10,000 - 20,000 euros/year
## 1714                Middle class     Over 90,000 euros/year
## 1715                Middle class 80,001 - 90,000 euros/year
## 1716  Do not belong to any class 10,000 - 20,000 euros/year
## 1717          Lower middle class 10,000 - 20,000 euros/year
## 1718  Do not belong to any class 60,001 - 70,000 euros/year
## 1719               Working class 50,001 - 60,000 euros/year
## 1720                Middle class                       <NA>
## 1721 Upper middle or upper class     Over 90,000 euros/year
## 1722  Do not belong to any class    Under 10,000 euros/year
## 1723          Lower middle class 10,000 - 20,000 euros/year
## 1724                Middle class 10,000 - 20,000 euros/year
## 1725 Upper middle or upper class 80,001 - 90,000 euros/year
## 1726               Working class 60,001 - 70,000 euros/year
## 1727                Middle class    Under 10,000 euros/year
## 1728          Lower middle class    Under 10,000 euros/year
## 1729                Middle class 40,001 - 50,000 euros/year
## 1730                Middle class 60,001 - 70,000 euros/year
## 1731                Middle class 10,000 - 20,000 euros/year
## 1732 Upper middle or upper class 50,001 - 60,000 euros/year
## 1733                Middle class     Over 90,000 euros/year
## 1734  Do not belong to any class 30,001 - 40,000 euros/year
## 1735               Working class 20,001 - 30,000 euros/year
## 1736 Upper middle or upper class 50,001 - 60,000 euros/year
## 1737 Upper middle or upper class 70,001 - 80,000 euros/year
## 1738               Working class 50,001 - 60,000 euros/year
## 1739               Working class 10,000 - 20,000 euros/year
## 1740                Middle class 80,001 - 90,000 euros/year
## 1741                Middle class    Under 10,000 euros/year
## 1742 Upper middle or upper class 20,001 - 30,000 euros/year
## 1743                Middle class    Under 10,000 euros/year
## 1744               Working class                       <NA>
## 1745                Middle class    Under 10,000 euros/year
## 1746 Upper middle or upper class     Over 90,000 euros/year
## 1747  Do not belong to any class 10,000 - 20,000 euros/year
## 1748                Middle class 50,001 - 60,000 euros/year
## 1749                Middle class    Under 10,000 euros/year
## 1750          Lower middle class 20,001 - 30,000 euros/year
## 1751               Working class 10,000 - 20,000 euros/year
## 1752                Middle class 80,001 - 90,000 euros/year
## 1753                Middle class 30,001 - 40,000 euros/year
## 1754                Middle class 50,001 - 60,000 euros/year
## 1755                Middle class 30,001 - 40,000 euros/year
## 1756  Do not belong to any class                       <NA>
## 1757 Upper middle or upper class    Under 10,000 euros/year
## 1758                Middle class     Over 90,000 euros/year
## 1759 Upper middle or upper class    Under 10,000 euros/year
## 1760               Working class    Under 10,000 euros/year
## 1761               Working class 30,001 - 40,000 euros/year
## 1762                Middle class 20,001 - 30,000 euros/year
## 1763               Working class                       <NA>
## 1764               Working class 50,001 - 60,000 euros/year
## 1765                Middle class 10,000 - 20,000 euros/year
## 1766                Middle class 30,001 - 40,000 euros/year
## 1767  Do not belong to any class 70,001 - 80,000 euros/year
## 1768               Working class 30,001 - 40,000 euros/year
## 1769          Lower middle class 20,001 - 30,000 euros/year
## 1770               Working class 60,001 - 70,000 euros/year
## 1771                Middle class 50,001 - 60,000 euros/year
## 1772          Lower middle class    Under 10,000 euros/year
## 1773                Middle class 20,001 - 30,000 euros/year
## 1774  Do not belong to any class    Under 10,000 euros/year
## 1775                Middle class                       <NA>
## 1776               Working class 30,001 - 40,000 euros/year
## 1777          Lower middle class                       <NA>
## 1778 Upper middle or upper class 40,001 - 50,000 euros/year
## 1779                Middle class 10,000 - 20,000 euros/year
## 1780 Upper middle or upper class 10,000 - 20,000 euros/year
## 1781 Upper middle or upper class                       <NA>
## 1782                Middle class 30,001 - 40,000 euros/year
## 1783 Upper middle or upper class     Over 90,000 euros/year
## 1784                Middle class                       <NA>
## 1785                Middle class    Under 10,000 euros/year
## 1786               Working class 30,001 - 40,000 euros/year
## 1787                Middle class 80,001 - 90,000 euros/year
## 1788                Middle class    Under 10,000 euros/year
## 1789 Upper middle or upper class                       <NA>
## 1790                Middle class                       <NA>
## 1791  Do not belong to any class    Under 10,000 euros/year
## 1792 Upper middle or upper class                       <NA>
## 1793                Middle class 80,001 - 90,000 euros/year
## 1794                Middle class 60,001 - 70,000 euros/year
## 1795                Middle class 70,001 - 80,000 euros/year
## 1796                Middle class    Under 10,000 euros/year
## 1797  Do not belong to any class                       <NA>
## 1798          Lower middle class 30,001 - 40,000 euros/year
## 1799                Middle class 60,001 - 70,000 euros/year
## 1800 Upper middle or upper class 10,000 - 20,000 euros/year
## 1801 Upper middle or upper class                       <NA>
## 1802          Lower middle class                       <NA>
## 1803  Do not belong to any class 70,001 - 80,000 euros/year
## 1804                Middle class 20,001 - 30,000 euros/year
## 1805  Do not belong to any class                       <NA>
## 1806                Middle class    Under 10,000 euros/year
## 1807  Do not belong to any class    Under 10,000 euros/year
## 1808  Do not belong to any class 60,001 - 70,000 euros/year
## 1809                Middle class 10,000 - 20,000 euros/year
## 1810                Middle class    Under 10,000 euros/year
## 1811          Lower middle class 20,001 - 30,000 euros/year
## 1812          Lower middle class                       <NA>
## 1813                Middle class 70,001 - 80,000 euros/year
## 1814 Upper middle or upper class 70,001 - 80,000 euros/year
## 1815          Lower middle class 20,001 - 30,000 euros/year
## 1816  Do not belong to any class 30,001 - 40,000 euros/year
## 1817 Upper middle or upper class     Over 90,000 euros/year
## 1818  Do not belong to any class                       <NA>
## 1819  Do not belong to any class 20,001 - 30,000 euros/year
## 1820                Middle class 70,001 - 80,000 euros/year
## 1821          Lower middle class    Under 10,000 euros/year
## 1822 Upper middle or upper class 80,001 - 90,000 euros/year
## 1823 Upper middle or upper class 50,001 - 60,000 euros/year
## 1824  Do not belong to any class     Over 90,000 euros/year
## 1825                Middle class 40,001 - 50,000 euros/year
## 1826          Lower middle class 10,000 - 20,000 euros/year
## 1827          Lower middle class 50,001 - 60,000 euros/year
## 1828               Working class 20,001 - 30,000 euros/year
## 1829          Lower middle class 30,001 - 40,000 euros/year
## 1830                Middle class 10,000 - 20,000 euros/year
## 1831                Middle class 40,001 - 50,000 euros/year
## 1832               Working class 50,001 - 60,000 euros/year
## 1833  Do not belong to any class    Under 10,000 euros/year
## 1834          Lower middle class                       <NA>
## 1835 Upper middle or upper class    Under 10,000 euros/year
## 1836          Lower middle class 30,001 - 40,000 euros/year
## 1837               Working class                       <NA>
## 1838          Lower middle class 20,001 - 30,000 euros/year
## 1839  Do not belong to any class    Under 10,000 euros/year
## 1840  Do not belong to any class    Under 10,000 euros/year
## 1841          Lower middle class 30,001 - 40,000 euros/year
## 1842                Middle class 80,001 - 90,000 euros/year
## 1843                Middle class    Under 10,000 euros/year
## 1844                Middle class 60,001 - 70,000 euros/year
## 1845 Upper middle or upper class     Over 90,000 euros/year
## 1846 Upper middle or upper class    Under 10,000 euros/year
## 1847                Middle class                       <NA>
## 1848                Middle class     Over 90,000 euros/year
## 1849  Do not belong to any class 80,001 - 90,000 euros/year
## 1850                Middle class 40,001 - 50,000 euros/year
## 1851 Upper middle or upper class 80,001 - 90,000 euros/year
## 1852                Middle class                       <NA>
## 1853  Do not belong to any class 10,000 - 20,000 euros/year
## 1854  Do not belong to any class 10,000 - 20,000 euros/year
## 1855 Upper middle or upper class     Over 90,000 euros/year
## 1856          Lower middle class    Under 10,000 euros/year
## 1857                Middle class    Under 10,000 euros/year
## 1858  Do not belong to any class    Under 10,000 euros/year
## 1859  Do not belong to any class 20,001 - 30,000 euros/year
## 1860               Working class 30,001 - 40,000 euros/year
## 1861                Middle class 10,000 - 20,000 euros/year
## 1862  Do not belong to any class 10,000 - 20,000 euros/year
## 1863                Middle class 30,001 - 40,000 euros/year
## 1864                Middle class 60,001 - 70,000 euros/year
## 1865  Do not belong to any class 10,000 - 20,000 euros/year
## 1866                Middle class 20,001 - 30,000 euros/year
## 1867  Do not belong to any class 10,000 - 20,000 euros/year
## 1868                Middle class    Under 10,000 euros/year
## 1869               Working class 30,001 - 40,000 euros/year
## 1870               Working class    Under 10,000 euros/year
## 1871  Do not belong to any class 30,001 - 40,000 euros/year
## 1872                Middle class 10,000 - 20,000 euros/year
## 1873                Middle class                       <NA>
## 1874               Working class    Under 10,000 euros/year
## 1875                Middle class     Over 90,000 euros/year
## 1876                Middle class                       <NA>
## 1877               Working class 10,000 - 20,000 euros/year
## 1878          Lower middle class 50,001 - 60,000 euros/year
## 1879          Lower middle class 50,001 - 60,000 euros/year
## 1880                Middle class 70,001 - 80,000 euros/year
## 1881 Upper middle or upper class                       <NA>
## 1882  Do not belong to any class 70,001 - 80,000 euros/year
## 1883          Lower middle class 80,001 - 90,000 euros/year
## 1884 Upper middle or upper class                       <NA>
## 1885  Do not belong to any class    Under 10,000 euros/year
## 1886               Working class    Under 10,000 euros/year
## 1887  Do not belong to any class 10,000 - 20,000 euros/year
## 1888                Middle class    Under 10,000 euros/year
## 1889               Working class 40,001 - 50,000 euros/year
## 1890                Middle class 10,000 - 20,000 euros/year
## 1891                Middle class                       <NA>
## 1892                Middle class 40,001 - 50,000 euros/year
## 1893               Working class 20,001 - 30,000 euros/year
## 1894               Working class 20,001 - 30,000 euros/year
## 1895               Working class                       <NA>
## 1896                Middle class 50,001 - 60,000 euros/year
## 1897                Middle class                       <NA>
## 1898                Middle class 10,000 - 20,000 euros/year
## 1899          Lower middle class 10,000 - 20,000 euros/year
## 1900 Upper middle or upper class 60,001 - 70,000 euros/year
## 1901  Do not belong to any class                       <NA>
## 1902                Middle class 30,001 - 40,000 euros/year
## 1903               Working class    Under 10,000 euros/year
## 1904 Upper middle or upper class     Over 90,000 euros/year
## 1905          Lower middle class                       <NA>
## 1906  Do not belong to any class                       <NA>
## 1907  Do not belong to any class                       <NA>
## 1908          Lower middle class 10,000 - 20,000 euros/year
## 1909                Middle class 70,001 - 80,000 euros/year
## 1910          Lower middle class 50,001 - 60,000 euros/year
## 1911          Lower middle class 20,001 - 30,000 euros/year
## 1912                Middle class 20,001 - 30,000 euros/year
## 1913 Upper middle or upper class 40,001 - 50,000 euros/year
## 1914  Do not belong to any class 10,000 - 20,000 euros/year
## 1915               Working class 10,000 - 20,000 euros/year
## 1916                Middle class 50,001 - 60,000 euros/year
## 1917               Working class 70,001 - 80,000 euros/year
## 1918          Lower middle class    Under 10,000 euros/year
## 1919               Working class 10,000 - 20,000 euros/year
## 1920               Working class 30,001 - 40,000 euros/year
## 1921               Working class 10,000 - 20,000 euros/year
## 1922               Working class     Over 90,000 euros/year
## 1923                Middle class 70,001 - 80,000 euros/year
## 1924                Middle class 60,001 - 70,000 euros/year
## 1925          Lower middle class 40,001 - 50,000 euros/year
## 1926                Middle class 30,001 - 40,000 euros/year
## 1927  Do not belong to any class    Under 10,000 euros/year
## 1928               Working class 30,001 - 40,000 euros/year
## 1929                Middle class    Under 10,000 euros/year
## 1930                Middle class 40,001 - 50,000 euros/year
## 1931 Upper middle or upper class     Over 90,000 euros/year
## 1932               Working class                       <NA>
## 1933  Do not belong to any class 40,001 - 50,000 euros/year
## 1934  Do not belong to any class 10,000 - 20,000 euros/year
## 1935               Working class 30,001 - 40,000 euros/year
## 1936          Lower middle class                       <NA>
## 1937  Do not belong to any class 10,000 - 20,000 euros/year
## 1938               Working class 10,000 - 20,000 euros/year
# pass their names to an object
enter_vars <- happyfin %>% select(ends_with("enter")) %>% colnames()

enter_vars_happy <- happyfin %>% select(if_autonomy_enter:mindfulness_enter) %>% colnames()
#generate the formula for logistic regression
formula_all_vars <- as.formula(paste('if_feel_happy ~', paste(enter_vars, collapse='+')))
fit_all_vars <- glm(formula_all_vars, family = binomial, data = happyfin)
summary(fit_all_vars)
## 
## Call:
## glm(formula = formula_all_vars, family = binomial, data = happyfin)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -2.6795   0.2933   0.4827   0.6711   1.7887  
## 
## Coefficients:
##                                                    Estimate Std. Error z value
## (Intercept)                                       -1.087874   0.679697  -1.601
## gender_enterFemale                                 0.280410   0.146802   1.910
## gender_enterOther                                 -0.065565   0.642803  -0.102
## age_enterOver 55 years                             0.607580   0.162957   3.728
## if_autonomy_enter1                                -0.104796   0.258229  -0.406
## if_accomplishment_enter1                           0.621778   0.286765   2.168
## attitude_emph_num_enter                           -0.008682   0.138253  -0.063
## relationship_enter                                 0.157053   0.082427   1.905
## productivity_enter                                 0.036591   0.089945   0.407
## autonomy_enter                                     0.149175   0.110211   1.354
## accomplishment_enter                              -0.273270   0.128943  -2.119
## mindfulness_enter                                  0.189562   0.089619   2.115
## alco_family_state_enteralco_nonalcofamily         -0.821807   0.620673  -1.324
## alco_family_state_enternon_alco_nonalcofamily      0.066446   0.494100   0.134
## alco_family_state_enternonalco_alcofamily         -0.044244   0.515518  -0.086
## resi_population_enterOver 8,000 inhabitants       -0.068271   0.204438  -0.334
## employer_enterPaid work                            0.342392   0.234318   1.461
## education_basic_enterUpper secondary education     0.119792   0.165125   0.725
## education_prof_enterNo vocational education       -0.506390   0.236115  -2.145
## social_class_enterLower middle class               0.438484   0.239928   1.828
## social_class_enterMiddle class                     0.796756   0.215254   3.701
## social_class_enterUpper middle or upper class      1.328547   0.354329   3.749
## social_class_enterWorking class                    0.260742   0.200252   1.302
## househould_income_enter10,000 - 20,000 euros/year  1.044658   0.291265   3.587
## househould_income_enter20,001 - 30,000 euros/year  0.879721   0.289768   3.036
## househould_income_enter30,001 - 40,000 euros/year  0.852073   0.275215   3.096
## househould_income_enter40,001 - 50,000 euros/year  1.120804   0.299115   3.747
## househould_income_enter50,001 - 60,000 euros/year  1.738722   0.344215   5.051
## househould_income_enter60,001 - 70,000 euros/year  1.544564   0.336791   4.586
## househould_income_enter70,001 - 80,000 euros/year  1.589027   0.387827   4.097
## househould_income_enter80,001 - 90,000 euros/year  1.795188   0.476001   3.771
## househould_income_enterOver 90,000 euros/year      1.600072   0.426693   3.750
##                                                   Pr(>|z|)    
## (Intercept)                                       0.109482    
## gender_enterFemale                                0.056117 .  
## gender_enterOther                                 0.918758    
## age_enterOver 55 years                            0.000193 ***
## if_autonomy_enter1                                0.684872    
## if_accomplishment_enter1                          0.030140 *  
## attitude_emph_num_enter                           0.949927    
## relationship_enter                                0.056734 .  
## productivity_enter                                0.684147    
## autonomy_enter                                    0.175884    
## accomplishment_enter                              0.034065 *  
## mindfulness_enter                                 0.034414 *  
## alco_family_state_enteralco_nonalcofamily         0.185484    
## alco_family_state_enternon_alco_nonalcofamily     0.893024    
## alco_family_state_enternonalco_alcofamily         0.931605    
## resi_population_enterOver 8,000 inhabitants       0.738422    
## employer_enterPaid work                           0.143954    
## education_basic_enterUpper secondary education    0.468166    
## education_prof_enterNo vocational education       0.031979 *  
## social_class_enterLower middle class              0.067615 .  
## social_class_enterMiddle class                    0.000214 ***
## social_class_enterUpper middle or upper class     0.000177 ***
## social_class_enterWorking class                   0.192891    
## househould_income_enter10,000 - 20,000 euros/year 0.000335 ***
## househould_income_enter20,001 - 30,000 euros/year 0.002398 ** 
## househould_income_enter30,001 - 40,000 euros/year 0.001961 ** 
## househould_income_enter40,001 - 50,000 euros/year 0.000179 ***
## househould_income_enter50,001 - 60,000 euros/year 4.39e-07 ***
## househould_income_enter60,001 - 70,000 euros/year 4.52e-06 ***
## househould_income_enter70,001 - 80,000 euros/year 4.18e-05 ***
## househould_income_enter80,001 - 90,000 euros/year 0.000162 ***
## househould_income_enterOver 90,000 euros/year     0.000177 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1528.1  on 1522  degrees of freedom
## Residual deviance: 1331.0  on 1491  degrees of freedom
##   (415 observations deleted due to missingness)
## AIC: 1395
## 
## Number of Fisher Scoring iterations: 5
##
formula_happy_vars <- as.formula(paste('if_feel_happy ~', paste(enter_vars_happy, collapse='+')))
fit_happy_vars <- glm(formula_happy_vars, family = binomial, data = happyfin)
summary(fit_happy_vars)
## 
## Call:
## glm(formula = formula_happy_vars, family = binomial, data = happyfin)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -2.1374   0.5174   0.6145   0.6998   1.2360  
## 
## Coefficients:
##                          Estimate Std. Error z value Pr(>|z|)    
## (Intercept)               1.28376    0.24667   5.204 1.95e-07 ***
## if_autonomy_enter1       -0.22668    0.21431  -1.058  0.29020    
## if_accomplishment_enter1  0.49949    0.23535   2.122  0.03381 *  
## attitude_emph_num_enter  -0.01192    0.11205  -0.106  0.91529    
## relationship_enter        0.28348    0.06644   4.267 1.98e-05 ***
## productivity_enter        0.08021    0.07229   1.110  0.26720    
## autonomy_enter            0.17368    0.09236   1.880  0.06005 .  
## accomplishment_enter     -0.10247    0.10375  -0.988  0.32333    
## mindfulness_enter         0.19194    0.07109   2.700  0.00694 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1916.2  on 1883  degrees of freedom
## Residual deviance: 1867.9  on 1875  degrees of freedom
##   (54 observations deleted due to missingness)
## AIC: 1885.9
## 
## Number of Fisher Scoring iterations: 4
fit0 <- happyfin %>% 
  glm(if_feel_happy ~ relationship + accomplishment + autonomy + productivity + mindfulness + gender + age, family = binomial, data = .)

table(happyfin$if_feel_happy)
## 
## unhappy   happy 
##     407    1531
summary(fit0)
## 
## Call:
## glm(formula = if_feel_happy ~ relationship + accomplishment + 
##     autonomy + productivity + mindfulness + gender + age, family = binomial, 
##     data = .)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -2.4110   0.4101   0.5938   0.7186   1.4775  
## 
## Coefficients:
##                  Estimate Std. Error z value Pr(>|z|)    
## (Intercept)       1.34471    0.19505   6.894 5.42e-12 ***
## relationship      0.29083    0.05364   5.422 5.90e-08 ***
## accomplishment    0.08805    0.05846   1.506  0.13201    
## autonomy          0.13225    0.05662   2.336  0.01951 *  
## productivity      0.02217    0.05768   0.384  0.70076    
## mindfulness       0.14406    0.05737   2.511  0.01204 *  
## genderFemale      0.10856    0.11837   0.917  0.35909    
## genderOther      -0.90456    0.46289  -1.954  0.05068 .  
## age26 - 35 years -0.48381    0.21396  -2.261  0.02374 *  
## age36 - 45 years -0.15443    0.22891  -0.675  0.49990    
## age46 - 55 years -0.18789    0.22746  -0.826  0.40877    
## age56 - 65 years  0.09334    0.23526   0.397  0.69155    
## ageOver 65 years  0.72146    0.24468   2.949  0.00319 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1992.1  on 1937  degrees of freedom
## Residual deviance: 1891.9  on 1925  degrees of freedom
## AIC: 1917.9
## 
## Number of Fisher Scoring iterations: 4
fit0 %>% 
  tidy(conf.int = T, exp = T) %>% datatable() %>% formatRound(columns = c(2:7), digits = 2)
fit1 <- happyfin %>% 
  glm(if_feel_happy ~ relationship + accomplishment + autonomy + productivity + mindfulness + gender + age + alco + education_basic + education_prof + social_class + employer + work_hour + work_contract, family = binomial, data = .)

summary(fit1)
## 
## Call:
## glm(formula = if_feel_happy ~ relationship + accomplishment + 
##     autonomy + productivity + mindfulness + gender + age + alco + 
##     education_basic + education_prof + social_class + employer + 
##     work_hour + work_contract, family = binomial, data = .)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -2.5855   0.2921   0.4992   0.6866   1.7215  
## 
## Coefficients:
##                                                                                 Estimate
## (Intercept)                                                                     1.957875
## relationship                                                                    0.249180
## accomplishment                                                                 -0.001925
## autonomy                                                                        0.156400
## productivity                                                                   -0.074564
## mindfulness                                                                     0.166929
## genderFemale                                                                    0.294692
## genderOther                                                                    -0.238245
## age26 - 35 years                                                               -0.843489
## age36 - 45 years                                                               -0.785459
## age46 - 55 years                                                               -0.739192
## age56 - 65 years                                                               -0.429709
## ageOver 65 years                                                                0.418663
## alcoYes                                                                        -0.543630
## education_basicPrimary school or lower secondary school                        -0.334806
## education_basicUpper secondary education (matriculation examination)           -0.199228
## education_profVocational course, other short vocational training                0.592141
## education_profVocational school (upper secondary level)                         0.426662
## education_profCollege level vocational education (post-secondary non-tertiary)  0.658773
## education_profUniversity of applied sciences degree (Bachelor's)                0.490934
## education_profUniversity degree (Bachelor's or Master's)                        0.232138
## social_classLower middle class                                                  0.363380
## social_classMiddle class                                                        0.763928
## social_classUpper middle class                                                  1.636086
## social_classUpper class                                                         0.961790
## social_classDo not belong to any class                                          0.017159
## employerMunicipality, joint municipal authority                                -0.250958
## employerPublicly owned corporation                                             -0.548803
## employerPrivate (or own) business                                              -0.486999
## employerVoluntary or civic organisation/association                            -0.214158
## employerOther employer                                                         -0.390849
## work_hourHalf-time (around 20 hours a week)                                     0.010114
## work_hourPart-time                                                             -0.303987
## work_hourOther working hours                                                   -0.760341
## work_contractFixed-term                                                        -0.256222
##                                                                                Std. Error
## (Intercept)                                                                      0.493261
## relationship                                                                     0.061832
## accomplishment                                                                   0.067259
## autonomy                                                                         0.066350
## productivity                                                                     0.066627
## mindfulness                                                                      0.066801
## genderFemale                                                                     0.138517
## genderOther                                                                      0.625053
## age26 - 35 years                                                                 0.270675
## age36 - 45 years                                                                 0.292131
## age46 - 55 years                                                                 0.294677
## age56 - 65 years                                                                 0.306176
## ageOver 65 years                                                                 0.336890
## alcoYes                                                                          0.299227
## education_basicPrimary school or lower secondary school                          0.291457
## education_basicUpper secondary education (matriculation examination)             0.324464
## education_profVocational course, other short vocational training                 0.348611
## education_profVocational school (upper secondary level)                          0.243387
## education_profCollege level vocational education (post-secondary non-tertiary)   0.276795
## education_profUniversity of applied sciences degree (Bachelor's)                 0.276293
## education_profUniversity degree (Bachelor's or Master's)                         0.256864
## social_classLower middle class                                                   0.207541
## social_classMiddle class                                                         0.185804
## social_classUpper middle class                                                   0.330693
## social_classUpper class                                                          1.130698
## social_classDo not belong to any class                                           0.191331
## employerMunicipality, joint municipal authority                                  0.301515
## employerPublicly owned corporation                                               0.347262
## employerPrivate (or own) business                                                0.273545
## employerVoluntary or civic organisation/association                              0.378246
## employerOther employer                                                           0.368497
## work_hourHalf-time (around 20 hours a week)                                      0.595483
## work_hourPart-time                                                               0.214987
## work_hourOther working hours                                                     0.187831
## work_contractFixed-term                                                          0.164794
##                                                                                z value
## (Intercept)                                                                      3.969
## relationship                                                                     4.030
## accomplishment                                                                  -0.029
## autonomy                                                                         2.357
## productivity                                                                    -1.119
## mindfulness                                                                      2.499
## genderFemale                                                                     2.127
## genderOther                                                                     -0.381
## age26 - 35 years                                                                -3.116
## age36 - 45 years                                                                -2.689
## age46 - 55 years                                                                -2.508
## age56 - 65 years                                                                -1.403
## ageOver 65 years                                                                 1.243
## alcoYes                                                                         -1.817
## education_basicPrimary school or lower secondary school                         -1.149
## education_basicUpper secondary education (matriculation examination)            -0.614
## education_profVocational course, other short vocational training                 1.699
## education_profVocational school (upper secondary level)                          1.753
## education_profCollege level vocational education (post-secondary non-tertiary)   2.380
## education_profUniversity of applied sciences degree (Bachelor's)                 1.777
## education_profUniversity degree (Bachelor's or Master's)                         0.904
## social_classLower middle class                                                   1.751
## social_classMiddle class                                                         4.111
## social_classUpper middle class                                                   4.947
## social_classUpper class                                                          0.851
## social_classDo not belong to any class                                           0.090
## employerMunicipality, joint municipal authority                                 -0.832
## employerPublicly owned corporation                                              -1.580
## employerPrivate (or own) business                                               -1.780
## employerVoluntary or civic organisation/association                             -0.566
## employerOther employer                                                          -1.061
## work_hourHalf-time (around 20 hours a week)                                      0.017
## work_hourPart-time                                                              -1.414
## work_hourOther working hours                                                    -4.048
## work_contractFixed-term                                                         -1.555
##                                                                                Pr(>|z|)
## (Intercept)                                                                    7.21e-05
## relationship                                                                   5.58e-05
## accomplishment                                                                  0.97716
## autonomy                                                                        0.01841
## productivity                                                                    0.26309
## mindfulness                                                                     0.01246
## genderFemale                                                                    0.03338
## genderOther                                                                     0.70308
## age26 - 35 years                                                                0.00183
## age36 - 45 years                                                                0.00717
## age46 - 55 years                                                                0.01213
## age56 - 65 years                                                                0.16048
## ageOver 65 years                                                                0.21397
## alcoYes                                                                         0.06925
## education_basicPrimary school or lower secondary school                         0.25067
## education_basicUpper secondary education (matriculation examination)            0.53920
## education_profVocational course, other short vocational training                0.08940
## education_profVocational school (upper secondary level)                         0.07960
## education_profCollege level vocational education (post-secondary non-tertiary)  0.01731
## education_profUniversity of applied sciences degree (Bachelor's)                0.07559
## education_profUniversity degree (Bachelor's or Master's)                        0.36613
## social_classLower middle class                                                  0.07997
## social_classMiddle class                                                       3.93e-05
## social_classUpper middle class                                                 7.52e-07
## social_classUpper class                                                         0.39498
## social_classDo not belong to any class                                          0.92854
## employerMunicipality, joint municipal authority                                 0.40523
## employerPublicly owned corporation                                              0.11402
## employerPrivate (or own) business                                               0.07502
## employerVoluntary or civic organisation/association                             0.57127
## employerOther employer                                                          0.28885
## work_hourHalf-time (around 20 hours a week)                                     0.98645
## work_hourPart-time                                                              0.15737
## work_hourOther working hours                                                   5.17e-05
## work_contractFixed-term                                                         0.11999
##                                                                                   
## (Intercept)                                                                    ***
## relationship                                                                   ***
## accomplishment                                                                    
## autonomy                                                                       *  
## productivity                                                                      
## mindfulness                                                                    *  
## genderFemale                                                                   *  
## genderOther                                                                       
## age26 - 35 years                                                               ** 
## age36 - 45 years                                                               ** 
## age46 - 55 years                                                               *  
## age56 - 65 years                                                                  
## ageOver 65 years                                                                  
## alcoYes                                                                        .  
## education_basicPrimary school or lower secondary school                           
## education_basicUpper secondary education (matriculation examination)              
## education_profVocational course, other short vocational training               .  
## education_profVocational school (upper secondary level)                        .  
## education_profCollege level vocational education (post-secondary non-tertiary) *  
## education_profUniversity of applied sciences degree (Bachelor's)               .  
## education_profUniversity degree (Bachelor's or Master's)                          
## social_classLower middle class                                                 .  
## social_classMiddle class                                                       ***
## social_classUpper middle class                                                 ***
## social_classUpper class                                                           
## social_classDo not belong to any class                                            
## employerMunicipality, joint municipal authority                                   
## employerPublicly owned corporation                                                
## employerPrivate (or own) business                                              .  
## employerVoluntary or civic organisation/association                               
## employerOther employer                                                            
## work_hourHalf-time (around 20 hours a week)                                       
## work_hourPart-time                                                                
## work_hourOther working hours                                                   ***
## work_contractFixed-term                                                           
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1725.5  on 1741  degrees of freedom
## Residual deviance: 1543.3  on 1707  degrees of freedom
##   (196 observations deleted due to missingness)
## AIC: 1613.3
## 
## Number of Fisher Scoring iterations: 5
fit1 %>% 
  tidy(conf.int = T, exp = T) %>% datatable() %>% formatRound(columns = c(2:7), digits = 2)
glimpse(happyfin)
## Rows: 1,938
## Columns: 64
## $ FSD_ID                  <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15,…
## $ happy_family            <dbl> 5, 5, 5, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4…
## $ happy_social            <dbl> 4, 5, 5, 4, 5, 4, 4, 5, 3, 5, 3, 4, 5, 5, 5, 4…
## $ happy_love              <dbl> 5, 5, 5, 4, 5, 5, 5, 4, 2, 5, 5, 5, 5, 5, 5, 4…
## $ happy_income            <dbl> 3, 5, 5, 5, 5, 5, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5…
## $ happy_wealth            <dbl> 1, 3, 2, 3, 2, 2, 3, 2, 2, 2, 4, 3, 4, 1, 3, 3…
## $ happy_health            <dbl> 5, 4, 5, 4, 5, 3, 5, 3, 5, 5, 5, 5, 5, 4, 5, 4…
## $ happy_likejob           <dbl> 5, 4, 4, 4, 4, 3, 4, 4, 5, 5, 4, 4, 4, 5, 5, 5…
## $ happy_employed          <dbl> 2, 3, 4, 4, 4, 4, 4, 4, 5, 4, 4, 5, 5, 4, 5, 5…
## $ happy_learn.expc        <dbl> 5, 4, 4, 4, 5, 5, 4, 4, 2, 3, 4, 4, 2, 5, 4, 4…
## $ happy_time.hobby        <dbl> 4, 3, 5, 4, 4, 5, 4, 4, 4, 3, 4, 3, 3, 5, 4, 4…
## $ happy_status            <dbl> 2, 3, 2, 4, 4, 3, 3, 2, 3, 1, 3, 2, 2, 3, 3, 3…
## $ happy_influence         <dbl> 3, 4, 2, 4, 5, 3, 3, 2, 4, 3, 3, 3, 3, 5, 4, 4…
## $ happy_religion          <dbl> 5, 4, 1, 4, 2, 1, 3, 1, 2, 1, 3, 5, 1, 1, 1, 3…
## $ happy_nature            <dbl> 5, 4, 5, 4, 5, 4, 5, 4, 5, 3, 4, 5, 5, 5, 3, 3…
## $ feel_happy              <fct> very happy, very happy, Fairly happy, Not very…
## $ if_feel_happy           <fct> happy, happy, happy, unhappy, happy, happy, un…
## $ alco                    <fct> No, No, No, No, No, No, No, No, No, No, No, No…
## $ alco_family_state       <chr> "non_alco_nonalcofamily", "non_alco_nonalcofam…
## $ gender                  <fct> Male, Male, Male, Male, Male, Male, Male, Male…
## $ age                     <fct> 26 - 35 years, 36 - 45 years, Over 65 years, 4…
## $ resi_population         <fct> "30,000 - 80,000 inhabitants", "Over 80,000 in…
## $ resi_region             <fct> Uusimaa, Uusimaa, Northern Ostrobothnia, Pirka…
## $ employer                <fct> "Publicly owned corporation", "Private (or own…
## $ work_hour               <fct> Full-time, Full-time, Full-time, Part-time, Fu…
## $ work_contract           <fct> Permanent or indefinite contract, Permanent or…
## $ education_basic         <fct> Upper secondary education (matriculation exami…
## $ education_prof          <fct> "University degree (Bachelor's or Master's)", …
## $ occupation              <fct> "Intermediate level employee (clerical, techni…
## $ industry                <fct> "Private services", "Private services", "Publi…
## $ union_if                <fct> No, Yes, No, Yes, No, Yes, No, No, No, Yes, Ye…
## $ party_vote              <fct> Finns Party (PS), Social Democratic Party of F…
## $ social_class            <fct> Middle class, Upper middle class, Middle class…
## $ househould_income       <fct> "10,000 - 20,000 euros/year", "Over 90,000 eur…
## $ YOB                     <dbl> 1986, 1980, 1952, 1968, 1977, 1971, 1954, 1958…
## $ relationship            <dbl> 0.59, 1.03, 0.83, -0.74, 0.68, 0.49, 0.35, 0.4…
## $ accomplishment          <dbl> -0.94, 0.38, -0.64, 1.40, 1.17, 0.41, 0.33, -0…
## $ autonomy                <dbl> 1.23, 0.06, 0.31, 0.30, 1.29, 0.87, -0.13, -0.…
## $ productivity            <dbl> -1.71, -0.89, 0.20, -0.27, -0.45, -1.05, -0.15…
## $ mindfulness             <dbl> 1.18, 0.23, 0.63, 0.45, 1.07, -0.05, 1.30, -0.…
## $ productivity_trans      <dbl> 2.229350, 2.037155, 1.749286, 1.878829, 1.9261…
## $ relationship_trans      <dbl> 0.4329004, 0.5347594, 0.4830918, 0.2747253, 0.…
## $ mindfulness_trans       <dbl> 1.462874, 1.757840, 1.640122, 1.694107, 1.5000…
## $ if_autonomy             <chr> "1", "1", "1", "1", "1", "1", "0", "0", "0", "…
## $ if_accomplishment       <chr> "0", "1", "0", "1", "1", "1", "1", "0", "1", "…
## $ attitude_emph_num       <int> 3, 4, 4, 3, 4, 3, 3, 1, 3, 2, 4, 3, 3, 4, 4, 3…
## $ gender_enter            <fct> Male, Male, Male, Male, Male, Male, Male, Male…
## $ years_old               <dbl> 16, 22, 50, 34, 25, 31, 48, 44, 44, 48, 47, 54…
## $ age_enter               <fct> 26~55 years, 26~55 years, Over 55 years, 26~55…
## $ if_autonomy_enter       <fct> 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1…
## $ if_accomplishment_enter <fct> 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1…
## $ attitude_emph_num_enter <int> 3, 4, 4, 3, 4, 3, 3, 1, 3, 2, 4, 3, 3, 4, 4, 3…
## $ relationship_enter      <dbl> 0.59, 1.03, 0.83, -0.74, 0.68, 0.49, 0.35, 0.4…
## $ productivity_enter      <dbl> -1.71, -0.89, 0.20, -0.27, -0.45, -1.05, -0.15…
## $ autonomy_enter          <dbl> 1.23, 0.06, 0.31, 0.30, 1.29, 0.87, -0.13, -0.…
## $ accomplishment_enter    <dbl> -0.94, 0.38, -0.64, 1.40, 1.17, 0.41, 0.33, -0…
## $ mindfulness_enter       <dbl> 1.18, 0.23, 0.63, 0.45, 1.07, -0.05, 1.30, -0.…
## $ alco_family_state_enter <fct> non_alco_nonalcofamily, non_alco_nonalcofamily…
## $ resi_population_enter   <fct> "Over 8,000 inhabitants", "Over 8,000 inhabita…
## $ employer_enter          <fct> Paid work, Paid work, Paid work, Paid work, Pa…
## $ education_basic_enter   <fct> Upper secondary education, Upper secondary edu…
## $ education_prof_enter    <fct> Any type of vocational education, Any type of …
## $ social_class_enter      <fct> Middle class, Upper middle or upper class, Mid…
## $ househould_income_enter <fct> "10,000 - 20,000 euros/year", "Over 90,000 eur…
with(summary(fit1), 1 - deviance/null.deviance)
## [1] 0.1055821
get_labels(happyfin$education_prof)
## [1] "No vocational education"                                         
## [2] "Vocational course, other short vocational training"              
## [3] "Vocational school (upper secondary level)"                       
## [4] "College level vocational education (post-secondary non-tertiary)"
## [5] "University of applied sciences degree (Bachelor's)"              
## [6] "University degree (Bachelor's or Master's)"
dependent <-  "if_feel_happy"
explanatory <- c("relationship", "accomplishment", "autonomy", "productivity", "mindfulness", "gender", "age", "alco", "education_basic", "education_prof", "social_class", "employer", "work_contract", "work_hour")
happyfin %>% summary_factorlist(dependent, explanatory, p = T) %>% datatable()
?finalfit
glimpse(happyfin)
## Rows: 1,938
## Columns: 64
## $ FSD_ID                  <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15,…
## $ happy_family            <dbl> 5, 5, 5, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4…
## $ happy_social            <dbl> 4, 5, 5, 4, 5, 4, 4, 5, 3, 5, 3, 4, 5, 5, 5, 4…
## $ happy_love              <dbl> 5, 5, 5, 4, 5, 5, 5, 4, 2, 5, 5, 5, 5, 5, 5, 4…
## $ happy_income            <dbl> 3, 5, 5, 5, 5, 5, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5…
## $ happy_wealth            <dbl> 1, 3, 2, 3, 2, 2, 3, 2, 2, 2, 4, 3, 4, 1, 3, 3…
## $ happy_health            <dbl> 5, 4, 5, 4, 5, 3, 5, 3, 5, 5, 5, 5, 5, 4, 5, 4…
## $ happy_likejob           <dbl> 5, 4, 4, 4, 4, 3, 4, 4, 5, 5, 4, 4, 4, 5, 5, 5…
## $ happy_employed          <dbl> 2, 3, 4, 4, 4, 4, 4, 4, 5, 4, 4, 5, 5, 4, 5, 5…
## $ happy_learn.expc        <dbl> 5, 4, 4, 4, 5, 5, 4, 4, 2, 3, 4, 4, 2, 5, 4, 4…
## $ happy_time.hobby        <dbl> 4, 3, 5, 4, 4, 5, 4, 4, 4, 3, 4, 3, 3, 5, 4, 4…
## $ happy_status            <dbl> 2, 3, 2, 4, 4, 3, 3, 2, 3, 1, 3, 2, 2, 3, 3, 3…
## $ happy_influence         <dbl> 3, 4, 2, 4, 5, 3, 3, 2, 4, 3, 3, 3, 3, 5, 4, 4…
## $ happy_religion          <dbl> 5, 4, 1, 4, 2, 1, 3, 1, 2, 1, 3, 5, 1, 1, 1, 3…
## $ happy_nature            <dbl> 5, 4, 5, 4, 5, 4, 5, 4, 5, 3, 4, 5, 5, 5, 3, 3…
## $ feel_happy              <fct> very happy, very happy, Fairly happy, Not very…
## $ if_feel_happy           <fct> happy, happy, happy, unhappy, happy, happy, un…
## $ alco                    <fct> No, No, No, No, No, No, No, No, No, No, No, No…
## $ alco_family_state       <chr> "non_alco_nonalcofamily", "non_alco_nonalcofam…
## $ gender                  <fct> Male, Male, Male, Male, Male, Male, Male, Male…
## $ age                     <fct> 26 - 35 years, 36 - 45 years, Over 65 years, 4…
## $ resi_population         <fct> "30,000 - 80,000 inhabitants", "Over 80,000 in…
## $ resi_region             <fct> Uusimaa, Uusimaa, Northern Ostrobothnia, Pirka…
## $ employer                <fct> "Publicly owned corporation", "Private (or own…
## $ work_hour               <fct> Full-time, Full-time, Full-time, Part-time, Fu…
## $ work_contract           <fct> Permanent or indefinite contract, Permanent or…
## $ education_basic         <fct> Upper secondary education (matriculation exami…
## $ education_prof          <fct> "University degree (Bachelor's or Master's)", …
## $ occupation              <fct> "Intermediate level employee (clerical, techni…
## $ industry                <fct> "Private services", "Private services", "Publi…
## $ union_if                <fct> No, Yes, No, Yes, No, Yes, No, No, No, Yes, Ye…
## $ party_vote              <fct> Finns Party (PS), Social Democratic Party of F…
## $ social_class            <fct> Middle class, Upper middle class, Middle class…
## $ househould_income       <fct> "10,000 - 20,000 euros/year", "Over 90,000 eur…
## $ YOB                     <dbl> 1986, 1980, 1952, 1968, 1977, 1971, 1954, 1958…
## $ relationship            <dbl> 0.59, 1.03, 0.83, -0.74, 0.68, 0.49, 0.35, 0.4…
## $ accomplishment          <dbl> -0.94, 0.38, -0.64, 1.40, 1.17, 0.41, 0.33, -0…
## $ autonomy                <dbl> 1.23, 0.06, 0.31, 0.30, 1.29, 0.87, -0.13, -0.…
## $ productivity            <dbl> -1.71, -0.89, 0.20, -0.27, -0.45, -1.05, -0.15…
## $ mindfulness             <dbl> 1.18, 0.23, 0.63, 0.45, 1.07, -0.05, 1.30, -0.…
## $ productivity_trans      <dbl> 2.229350, 2.037155, 1.749286, 1.878829, 1.9261…
## $ relationship_trans      <dbl> 0.4329004, 0.5347594, 0.4830918, 0.2747253, 0.…
## $ mindfulness_trans       <dbl> 1.462874, 1.757840, 1.640122, 1.694107, 1.5000…
## $ if_autonomy             <chr> "1", "1", "1", "1", "1", "1", "0", "0", "0", "…
## $ if_accomplishment       <chr> "0", "1", "0", "1", "1", "1", "1", "0", "1", "…
## $ attitude_emph_num       <int> 3, 4, 4, 3, 4, 3, 3, 1, 3, 2, 4, 3, 3, 4, 4, 3…
## $ gender_enter            <fct> Male, Male, Male, Male, Male, Male, Male, Male…
## $ years_old               <dbl> 16, 22, 50, 34, 25, 31, 48, 44, 44, 48, 47, 54…
## $ age_enter               <fct> 26~55 years, 26~55 years, Over 55 years, 26~55…
## $ if_autonomy_enter       <fct> 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1…
## $ if_accomplishment_enter <fct> 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1…
## $ attitude_emph_num_enter <int> 3, 4, 4, 3, 4, 3, 3, 1, 3, 2, 4, 3, 3, 4, 4, 3…
## $ relationship_enter      <dbl> 0.59, 1.03, 0.83, -0.74, 0.68, 0.49, 0.35, 0.4…
## $ productivity_enter      <dbl> -1.71, -0.89, 0.20, -0.27, -0.45, -1.05, -0.15…
## $ autonomy_enter          <dbl> 1.23, 0.06, 0.31, 0.30, 1.29, 0.87, -0.13, -0.…
## $ accomplishment_enter    <dbl> -0.94, 0.38, -0.64, 1.40, 1.17, 0.41, 0.33, -0…
## $ mindfulness_enter       <dbl> 1.18, 0.23, 0.63, 0.45, 1.07, -0.05, 1.30, -0.…
## $ alco_family_state_enter <fct> non_alco_nonalcofamily, non_alco_nonalcofamily…
## $ resi_population_enter   <fct> "Over 8,000 inhabitants", "Over 8,000 inhabita…
## $ employer_enter          <fct> Paid work, Paid work, Paid work, Paid work, Pa…
## $ education_basic_enter   <fct> Upper secondary education, Upper secondary edu…
## $ education_prof_enter    <fct> Any type of vocational education, Any type of …
## $ social_class_enter      <fct> Middle class, Upper middle or upper class, Mid…
## $ househould_income_enter <fct> "10,000 - 20,000 euros/year", "Over 90,000 eur…
#happyScores <- happyScores %>% mutate(peace_trans = log(peace),
#                                      relationship_trans = log(relationship))
#happyScores %>% 
#  pivot_longer(c(accomplishment,autonomy, peace_trans, relationship_trans, work_health), names_to = "factors", values_to = "scores") %>% 
#  ggplot(aes(x = scores, fill = factors)) +
#  geom_histogram() +
#  facet_wrap(~factors) +
#  xlim(-6,6)
## Factor Analysis using method =  pa
## Call: fa(r = happyscale[, -1], nfactors = 2, rotate = "oblimin", scores = "regression", 
##     fm = "pa")
## Standardized loadings (pattern matrix) based upon correlation matrix
##                    PA1   PA2    h2   u2 com
## happy_family     -0.07  0.75 0.536 0.46 1.0
## happy_social      0.11  0.60 0.413 0.59 1.1
## happy_love        0.02  0.68 0.468 0.53 1.0
## happy_income      0.27  0.24 0.174 0.83 2.0
## happy_wealth      0.45 -0.10 0.186 0.81 1.1
## happy_health      0.28  0.24 0.178 0.82 1.9
## happy_likejob     0.55  0.15 0.375 0.63 1.1
## happy_employed    0.40  0.12 0.205 0.79 1.2
## happy_learn.expc  0.53  0.09 0.318 0.68 1.1
## happy_time.hobby  0.40  0.14 0.217 0.78 1.3
## happy_status      0.63 -0.16 0.356 0.64 1.1
## happy_influence   0.51 -0.04 0.252 0.75 1.0
## happy_religion    0.12  0.10 0.032 0.97 1.9
## happy_nature      0.19  0.20 0.101 0.90 2.0
## 
##                        PA1  PA2
## SS loadings           2.07 1.74
## Proportion Var        0.15 0.12
## Cumulative Var        0.15 0.27
## Proportion Explained  0.54 0.46
## Cumulative Proportion 0.54 1.00
## 
##  With factor correlations of 
##     PA1 PA2
## PA1 1.0 0.3
## PA2 0.3 1.0
## 
## Mean item complexity =  1.3
## Test of the hypothesis that 2 factors are sufficient.
## 
## The degrees of freedom for the null model are  91  and the objective function was  2.76 with Chi Square of  5340.53
## The degrees of freedom for the model are 64  and the objective function was  0.72 
## 
## The root mean square of the residuals (RMSR) is  0.07 
## The df corrected root mean square of the residuals is  0.08 
## 
## The harmonic number of observations is  1938 with the empirical chi square  1645.87  with prob <  1.2e-301 
## The total number of observations was  1938  with Likelihood Chi Square =  1381.59  with prob <  1.3e-246 
## 
## Tucker Lewis Index of factoring reliability =  0.643
## RMSEA index =  0.103  and the 90 % confidence intervals are  0.098 0.108
## BIC =  897.15
## Fit based upon off diagonal values = 0.9
## Measures of factor score adequacy             
##                                                    PA1  PA2
## Correlation of (regression) scores with factors   0.86 0.87
## Multiple R square of scores with factors          0.74 0.76
## Minimum correlation of possible factor scores     0.49 0.51

## 
## Loadings:
##                  PA1    PA2   
## happy_likejob     0.549       
## happy_learn.expc  0.531       
## happy_status      0.625       
## happy_influence   0.513       
## happy_family             0.749
## happy_social             0.601
## happy_love               0.677
## happy_income                  
## happy_wealth      0.451       
## happy_health                  
## happy_employed    0.404       
## happy_time.hobby  0.401       
## happy_religion                
## happy_nature                  
## 
##                  PA1   PA2
## SS loadings    1.988 1.651
## Proportion Var 0.142 0.118
## Cumulative Var 0.142 0.260
## Factor Analysis using method =  pa
## Call: fa(r = happyscale[, -1], nfactors = 3, rotate = "oblimin", scores = "regression", 
##     fm = "pa")
## Standardized loadings (pattern matrix) based upon correlation matrix
##                    PA1   PA2   PA3    h2   u2 com
## happy_family     -0.08  0.80  0.00 0.610 0.39 1.0
## happy_social      0.15  0.57  0.00 0.404 0.60 1.1
## happy_love        0.05  0.66  0.00 0.465 0.53 1.0
## happy_income      0.23  0.24  0.09 0.170 0.83 2.3
## happy_wealth     -0.09  0.04  0.74 0.511 0.49 1.0
## happy_health      0.26  0.22  0.08 0.176 0.82 2.1
## happy_likejob     0.44  0.14  0.20 0.359 0.64 1.6
## happy_employed    0.26  0.14  0.20 0.194 0.81 2.4
## happy_learn.expc  0.69 -0.03 -0.01 0.454 0.55 1.0
## happy_time.hobby  0.52  0.05 -0.02 0.284 0.72 1.0
## happy_status      0.17 -0.06  0.64 0.497 0.50 1.2
## happy_influence   0.43 -0.06  0.18 0.253 0.75 1.4
## happy_religion    0.12  0.09  0.03 0.033 0.97 1.9
## happy_nature      0.44  0.09 -0.20 0.201 0.80 1.5
## 
##                        PA1  PA2  PA3
## SS loadings           1.74 1.68 1.19
## Proportion Var        0.12 0.12 0.09
## Cumulative Var        0.12 0.24 0.33
## Proportion Explained  0.38 0.36 0.26
## Cumulative Proportion 0.38 0.74 1.00
## 
##  With factor correlations of 
##      PA1  PA2  PA3
## PA1 1.00 0.31 0.34
## PA2 0.31 1.00 0.12
## PA3 0.34 0.12 1.00
## 
## Mean item complexity =  1.5
## Test of the hypothesis that 3 factors are sufficient.
## 
## The degrees of freedom for the null model are  91  and the objective function was  2.76 with Chi Square of  5340.53
## The degrees of freedom for the model are 52  and the objective function was  0.46 
## 
## The root mean square of the residuals (RMSR) is  0.05 
## The df corrected root mean square of the residuals is  0.07 
## 
## The harmonic number of observations is  1938 with the empirical chi square  1012.98  with prob <  3e-178 
## The total number of observations was  1938  with Likelihood Chi Square =  895.82  with prob <  3.9e-154 
## 
## Tucker Lewis Index of factoring reliability =  0.718
## RMSEA index =  0.092  and the 90 % confidence intervals are  0.086 0.097
## BIC =  502.21
## Fit based upon off diagonal values = 0.94
## Measures of factor score adequacy             
##                                                    PA1  PA2  PA3
## Correlation of (regression) scores with factors   0.85 0.88 0.83
## Multiple R square of scores with factors          0.72 0.77 0.69
## Minimum correlation of possible factor scores     0.45 0.54 0.39

## 
## Loadings:
##                  PA1    PA2    PA3   
## happy_learn.expc  0.685              
## happy_time.hobby  0.520              
## happy_family             0.802       
## happy_social             0.574       
## happy_love               0.664       
## happy_wealth                    0.736
## happy_status                    0.640
## happy_income                         
## happy_health                         
## happy_likejob     0.443              
## happy_employed                       
## happy_influence   0.429              
## happy_religion                       
## happy_nature      0.436              
## 
##                  PA1   PA2   PA3
## SS loadings    1.583 1.587 1.119
## Proportion Var 0.113 0.113 0.080
## Cumulative Var 0.113 0.226 0.306
## Factor Analysis using method =  pa
## Call: fa(r = happyscale[, -1], nfactors = 4, rotate = "oblimin", scores = "regression", 
##     fm = "pa")
## Standardized loadings (pattern matrix) based upon correlation matrix
##                    PA3   PA2   PA1   PA4    h2      u2 com
## happy_family      0.79  0.00 -0.10  0.03 0.607  0.3931 1.0
## happy_social      0.59  0.01  0.14  0.02 0.419  0.5809 1.1
## happy_love        0.70  0.02  0.06 -0.04 0.505  0.4949 1.0
## happy_income      0.13 -0.06  0.05  0.46 0.269  0.7311 1.2
## happy_wealth      0.01  0.47 -0.14  0.25 0.302  0.6980 1.7
## happy_health      0.14 -0.03  0.12  0.34 0.215  0.7852 1.6
## happy_likejob     0.04  0.06  0.25  0.48 0.423  0.5770 1.6
## happy_employed   -0.03  0.01 -0.02  0.70 0.467  0.5332 1.0
## happy_learn.expc -0.02  0.02  0.69  0.06 0.505  0.4950 1.0
## happy_time.hobby  0.07  0.01  0.51  0.04 0.304  0.6957 1.1
## happy_status      0.01  1.00  0.02 -0.02 1.002 -0.0022 1.0
## happy_influence  -0.01  0.26  0.43 -0.04 0.298  0.7015 1.7
## happy_religion    0.12  0.09  0.09 -0.02 0.039  0.9613 2.9
## happy_nature      0.11 -0.12  0.39  0.02 0.177  0.8230 1.4
## 
##                        PA3  PA2  PA1  PA4
## SS loadings           1.61 1.36 1.32 1.23
## Proportion Var        0.12 0.10 0.09 0.09
## Cumulative Var        0.12 0.21 0.31 0.40
## Proportion Explained  0.29 0.25 0.24 0.22
## Cumulative Proportion 0.29 0.54 0.78 1.00
## 
##  With factor correlations of 
##      PA3  PA2  PA1  PA4
## PA3 1.00 0.09 0.29 0.32
## PA2 0.09 1.00 0.31 0.26
## PA1 0.29 0.31 1.00 0.37
## PA4 0.32 0.26 0.37 1.00
## 
## Mean item complexity =  1.4
## Test of the hypothesis that 4 factors are sufficient.
## 
## The degrees of freedom for the null model are  91  and the objective function was  2.76 with Chi Square of  5340.53
## The degrees of freedom for the model are 41  and the objective function was  0.21 
## 
## The root mean square of the residuals (RMSR) is  0.03 
## The df corrected root mean square of the residuals is  0.05 
## 
## The harmonic number of observations is  1938 with the empirical chi square  420.71  with prob <  1.8e-64 
## The total number of observations was  1938  with Likelihood Chi Square =  409.65  with prob <  2.7e-62 
## 
## Tucker Lewis Index of factoring reliability =  0.844
## RMSEA index =  0.068  and the 90 % confidence intervals are  0.062 0.074
## BIC =  99.31
## Fit based upon off diagonal values = 0.97

## 
## Loadings:
##                  PA3    PA2    PA1    PA4   
## happy_family      0.793                     
## happy_social      0.588                     
## happy_love        0.701                     
## happy_status             0.998              
## happy_learn.expc                0.686       
## happy_time.hobby                0.508       
## happy_employed                         0.699
## happy_income                           0.455
## happy_wealth             0.472              
## happy_health                           0.343
## happy_likejob                          0.475
## happy_influence                 0.426       
## happy_religion                              
## happy_nature                    0.390       
## 
##                  PA3   PA2   PA1   PA4
## SS loadings    1.537 1.320 1.200 1.113
## Proportion Var 0.110 0.094 0.086 0.080
## Cumulative Var 0.110 0.204 0.290 0.369

## 
##  Pearson's product-moment correlation
## 
## data:  a$feel_happy_numeric and a$mindfulness
## t = 4.2814, df = 1936, p-value = 1.948e-05
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
##  0.05254649 0.14076624
## sample estimates:
##        cor 
## 0.09684658
##                    fl_h_ rltns accmp atnmy prdct mndfl
## feel_happy_numeric 1.00                               
## relationship       0.19  1.00                         
## accomplishment     0.03  0.00  1.00                   
## autonomy           0.09  0.00  0.00  1.00             
## productivity       0.03  0.00  0.00  0.00  1.00       
## mindfulness        0.10  0.00  0.00  0.00  0.00  1.00

2.5.2 wrangle factor scores for modeling

  Based on the histograms above, it is found that productivity, mindfulness and relationship might

happyfin %>% filter(!gender == "Other") %>% 
  select(relationship:mindfulness, feel_happy, if_feel_happy, gender) %>% 
  pivot_longer(relationship:mindfulness,
               names_to = "factors", 
               values_to = "scores") %>% 
  group_by(if_feel_happy, factors, gender) %>% 
  summarise(mean.score = mean(scores), sd.score = sd(scores)) %>% 
  ggplot(aes(x = factors, y = mean.score, fill = gender)) +
  geom_bar(stat = "identity", color = "black", position=position_dodge(1))+
  geom_errorbar(aes(ymin = mean.score-sd.score, ymax = mean.score+sd.score), width = .3, position=position_dodge(1))+
  facet_wrap(~if_feel_happy)

#generate the variable
emph_type <- happyfin %>% 
  select(1, relationship:mindfulness) %>% 
  pivot_longer(relationship:mindfulness, 
               names_to = "factors", 
               values_to = "scores") %>% 
  group_by(FSD_ID) %>% 
  filter(scores == max(scores))
emph_type$scores <- NULL #delete the column "scores".
happyfin2 <- left_join(happyfin, emph_type) #join the data sets
happyfin2 <- happyfin2 %>% rename("attitude_emph_type" = "factors") #rename it 

#check the new variable's relation with perceived happiness
happyfin2 %>% 
  ggplot(aes(x = attitude_emph_type, fill = feel_happy)) +
  geom_bar (position = "fill")

happyfin %>% filter(!gender == "Other") %>% 
  select(relationship:mindfulness, feel_happy, if_feel_happy, gender) %>% 
  pivot_longer(relationship:mindfulness,
               names_to = "factors", 
               values_to = "scores") %>% 
  ggplot(aes(x= feel_happy, y = scores, fill = feel_happy))+
  geom_dotplot(binaxis = "y", 
               stackdir = "center", 
               dotsize = 0.3,
               position = position_jitter(0.01),
               width = 0.5,
               method = "histodot") +
  facet_wrap(~factors, ncol = 2)+
  stat_summary(fun.data = "mean_sdl", 
               fun.args = list(mult=1), 
               geom = "pointrange", 
               color = "red", 
               width = 0.2)+
  theme(axis.text.x = element_text(angle =25), 
        legend.position ="none")

?geom_dotplot
?stat_summary
?position_jitter